{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基于SVM支持向量机的人脸识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们将展示如何使用支持向量机实现人脸的分类识别，主要流程是对输入的人脸数据，使用主成分分析（PCA）方法进行降维处理，然后利用降维后的数据作为人脸特征，输入到SVM中，进行人脸的分类识别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; \n",
    "from sklearn.datasets import fetch_lfw_people\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import classification_report,confusion_matrix\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 获取数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取人脸数据 \n",
    "faces = fetch_lfw_people(min_faces_per_person=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Ariel Sharon' 'Colin Powell' 'Donald Rumsfeld' 'George W Bush'\n",
      " 'Gerhard Schroeder' 'Hugo Chavez' 'Junichiro Koizumi' 'Tony Blair']\n"
     ]
    }
   ],
   "source": [
    "# 打印目标名称\n",
    "print(faces.target_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1348, 62, 47)\n"
     ]
    }
   ],
   "source": [
    "# 样本集的形状\n",
    "print(faces.images.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取样本个数和图像的宽高\n",
    "n_samples, h, w = faces.images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制样本数据，选择前15个样本进行绘制 \n",
    "fig, ax = plt.subplots(3, 5)\n",
    "for i, axi in enumerate(ax.flat):\n",
    "    axi.imshow(faces.images[i], cmap='bone')\n",
    "    axi.set(xticks=[], yticks=[],\n",
    "            xlabel=faces.target_names[faces.target[i]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据集划分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将数据集划分为训练集和测试集\n",
    "xtrain, xtest, ytrain, ytest = train_test_split(faces.data, faces.target,\n",
    "                                                random_state=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1011, 2914)\n"
     ]
    }
   ],
   "source": [
    "# 训练集大小\n",
    "print(xtrain.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(337, 2914)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 测试集大小\n",
    "xtest.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PCA特征提取"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对人脸数据进行PCA处理，保留100维特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对人脸数据进行PCA处理，保留100维特征\n",
    "n_components =100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对PCA进行训练\n",
    "pca = PCA(n_components=n_components, svd_solver='randomized',\n",
    "          whiten=True, random_state=42).fit(xtrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对样本数据进行降维处理\n",
    "xtrain_pca = pca.transform(xtrain)\n",
    "xtest_pca = pca.transform(xtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(337, 100)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtest_pca.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(337, 2914)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtest.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用线性SVM进行预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 实例化SVM\n",
    "svc = SVC(kernel='linear',C=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=10, cache_size=200, class_weight=None, coef0=0.0,\n",
       "    decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "    kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "    shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 训练线性SVM\n",
    "svc.fit(xtrain_pca, ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 预测\n",
    "yfit = svc.predict(xtest_pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   precision    recall  f1-score   support\n",
      "\n",
      "     Ariel Sharon       0.64      0.67      0.65        21\n",
      "     Colin Powell       0.74      0.75      0.75        65\n",
      "  Donald Rumsfeld       0.57      0.50      0.53        24\n",
      "    George W Bush       0.81      0.82      0.82       134\n",
      "Gerhard Schroeder       0.83      0.58      0.68        26\n",
      "      Hugo Chavez       0.94      0.88      0.91        17\n",
      "Junichiro Koizumi       0.73      0.92      0.81        12\n",
      "       Tony Blair       0.66      0.76      0.71        38\n",
      "\n",
      "         accuracy                           0.76       337\n",
      "        macro avg       0.74      0.74      0.73       337\n",
      "     weighted avg       0.76      0.76      0.76       337\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(ytest, yfit,\n",
    "                            target_names=faces.target_names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 交叉验证"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过交叉验证的方法寻找最佳的kernel及相关参数，进行超参数调参"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 参数列表\n",
    "param_grid = [\n",
    "    {'kernel': ['linear'], 'C': [1, 5, 10, 50]},\n",
    "    {'kernel': ['rbf'], 'C': [1, 5, 10, 50], 'gamma': [0.0001, 0.0005, 0.001, 0.005, 0.01, 0.1]},\n",
    "    {'kernel': ['poly'], 'C': [1, 5, 10, 50], 'degree':[2,3,4], 'gamma': ['auto']}\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3折交叉验证\n",
    "grid = GridSearchCV(SVC(class_weight='balanced'), param_grid,cv=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 14.1 s, sys: 12.9 ms, total: 14.1 s\n",
      "Wall time: 14.1 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yaoxiaoying/.py3virtualEnv/ai/lib/python3.7/site-packages/sklearn/model_selection/_search.py:813: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=3, error_score='raise-deprecating',\n",
       "             estimator=SVC(C=1.0, cache_size=200, class_weight='balanced',\n",
       "                           coef0=0.0, decision_function_shape='ovr', degree=3,\n",
       "                           gamma='auto_deprecated', kernel='rbf', max_iter=-1,\n",
       "                           probability=False, random_state=None, shrinking=True,\n",
       "                           tol=0.001, verbose=False),\n",
       "             iid='warn', n_jobs=None,\n",
       "             param_grid=[{'C': [1, 5, 10, 50], 'kernel': ['linear']},\n",
       "                         {'C': [1, 5, 10, 50],\n",
       "                          'gamma': [0.0001, 0.0005, 0.001, 0.005, 0.01, 0.1],\n",
       "                          'kernel': ['rbf']},\n",
       "                         {'C': [1, 5, 10, 50], 'degree': [2, 3, 4],\n",
       "                          'gamma': ['auto'], 'kernel': ['poly']}],\n",
       "             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
       "             scoring=None, verbose=0)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 训练\n",
    "%time grid.fit(xtrain_pca, ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1, cache_size=200, class_weight='balanced', coef0=0.0,\n",
       "    decision_function_shape='ovr', degree=3, gamma=0.005, kernel='rbf',\n",
       "    max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "    tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最好的模型\n",
    "grid.best_estimator_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用最好的超参预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 最好的模型\n",
    "model = grid.best_estimator_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 预测\n",
    "yfit = model.predict(xtest_pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADrCAYAAADKbEVrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9WYwmWXbf97tLrN+eW61dvc5wejgzIkccUhQtydRmUbZkQ6KhxYZlW4JlwIAoQA+GFsgEbMDSg2EbevGDF3h5kGEYXkQYFkyTokSRkklxOGt3z3R3TXVVZS25fPmtsd3FDzcismqml6xhJf3gukAiK7MiM+PGvXHuOf/zP/8jvPe8GC/Gi/FivBi/PUP+f30DL8aL8WK8GP9/Gi+M7ovxYrwYL8Zv43hhdF+MF+PFeDF+G8cLo/tivBgvxovx2zheGN0X48V4MV6M38bxwui+GC/Gi/Fi/DYO/Vx/mY58HGdIqZBSIYRACNH+r0BHCiEFUil0FP60VAKlFAiBlAIpJVpKZPuzsv03gPce33523uOcwzrHZrUFwBqLkJI4iZBacefb3zr23u8/zzkCJEnmx9Odfg54EFJAe89C0P47zBs4/377LDwenG//W+C9h3Z+eI93PszXe5qqASGI05ijB4cYUz91P957wXMew8nE7+ztt/fvwfdTAc7XVYgn/uup9T6nInrP03Nr52et6+ftrMO7sK7eOpzzgEdKCUJwevLgua9llg38eLpDkiVESYSSkrB04vyj/bqjVnb/FkL0+1K2P9fty/N5+/YBtfu1/bDO4VyYu7OeuqgQUvDg3p1L2q+5HwwnJFmClKJ9ByUgQIT7l1I89b528+aJz+Dx7VZwzj09V+f6JQ9zC9+zjaWpm/DRVDhnqartc59nHKd+MJgwnA0RQiIEuPYdwnuEPPcvz/dqeG+FEAgpUa296eaulUI9uRfatezmb5yjsYayanDWIYTANAYpBffv3P7IOT5noxvz+us/zM7OVfJ8gpQS58LNaB2TJAkASZ7w5o+/yfRgRpxGCCkp1wV11eCMRccRw9mQyWwEwCBJ0EpRG8M4yxBCoKTEe4+xlvunc+aP5jy8/ZB779xjtDNiejDhP/wrf+HO85xfN4bDKX/8T/xF9m7sIaSgqQ35KEdFCqUUOtbtpgalJFESo7RsjShPGF+wxiGVDAanexmtY73Y4IylLmvmj84oNyXOOn71H/4c37nz9XZju8uYHgCznT3+0t/8jxFKYhsLQJzGwdgoQZIldO9cNs76F1NKidaqN6jOOUxtsMZiGxsOysbQ1IZiXeCMw1rLdrGhLmvqqmE9X1NtK4rNlvV6jpSSn//5/+65r+VkZ48//zN/g5c/e4t0kJJkCUkUkccxALvDIZHWeO9JtCaJNImO0EoiRVhf7z2R1jjnqIwBwFiLcRbnoTEmOAZVxaIokEJQ1DWnZ0uc81Tbind+7R2SPOFv/dV/91L262Aw5o/+sT/Pa194lSRPSIcZg/GgP9TzUR6+H0VkcYwUAuc9UgjSKBxGUkqMDfugsYbaWKQQ1MZQ1DXr1RbvPTrWRHFEXVQ0teH43jFH9464+/ZdnLEcHx/yS7/0d5/7PPN8zE//a3+JN3/8TaJY4z2YJqyHtw6hzo1uFGt0HAUDK4I9ygcZSRQxSMJziJQijWPyOO6fgRAC3Rrvoq5ZFgWPl0seLRcU67LdzxZrHH/5z/wrHznH52p0AZyziHOXCO87rwWapkJrTZTGrM82xGlCuZUMxoPgoaYxTdUQZzGj6ZBJnrMsClxrXJ33bOsaJSVKChIdIYRglKds86Q3dFVRUW2r5z21J+bkMY3FWgc2nIrWWKSSWCy+CptPSokTnrqskVo+4TGce1PWBkMEUBc1OlLhb7TPTGl9ftJKgZCq//nLrGtpnVO0UsEjb/+mcw4hVe8hKB0OGucczli8Ctdaa6H1Zq2xOGPPf7kIUU+cRBgZnpe14RnoSKOUREeKKIooinXwdi9hCCFI8gRjLHXVgAzro6VEK8Wi2DJMUuQTLxuAQLCpKurWyMatYW6sRSuJ88Hweu8xzmJd+L+iDhFK1TQ458NBZC1xGhEn0aXMEdp1jMI+8g5oD3gpn96TSkoSrfF4rPP9c9BSkkRR78k3VqGl6Z9hY8/XtosAdBwhlCQbZgzGOekgZXW6Is/HlzJHIQRxFuOtwzQ2zNU6kG2U8oThNY3FWY/SEh1H7fsZ3qsueukOnXZLkEZPr49xFiUlgyShqU34+2lMta1Q0ccHns/V6AohA6zQQgsQjLC1hqapSJKcJMmIkrCATd1gNxalFIPpgKZqkFIy2hmRJ8HbGKYpxlqsd0gh+s3svURgcN4jEGFxJwOSPGG72pKP8+c5te+eKAC2PUkBzBMvpWoXUEfBGOE92kdIeW4opZa9MUOFDSKV7I2UkAKQKA061sQupikbtI4QQuK9pQ/9L2P4YBSSPEGIsF5CCsQTSEY3T9eGkc45tBDIODwLJxzSe5wQCCXxxp2H6VIitUJ5cN1L23rRUit0HKFqg7UNzj139KS9B0E+yjC16eej8zCnxgYPLo1iBkmCx1PUDUXdPGVklZQ01mJbqEurDh4D63z7Hhi0kh3SEAxX3YAP8EmcxsRZfClzBJBSkA3Tft8KJXHGIqIQTvsW3oFwyHrvUcKH8FqK3vBqpbDOBadHSGwbaTVat3s77GPbhtpSSoQUqEiTZAl3Tt8hTQaXNEdJOkjDXIxFKEldNWEuuoU6W7hBSoEFjJE4F7521mNzix0E2CCNIrRSiCfe8Uip3ihDsE1dJGQa00eE3XvxUeM5e7oeY2qsbTCmRkqFtQZjapxzKKVYr8OJk6Qxw+mQaltxcnhCOki5cmOfxdmKk/snuCuWNE/ZH4+ojWFdlGRJfG6EW+9QiICPvnHtCq9eOUAIwVd/6asUq+L5Tu2JERbJsTxZEiUxUnYHjAtwQqyxplsAibMe72ukCosfxcHrQIl+k0DApE1tMI1BSBHCtLIiyRPiNKYua7J0SBQlGFMjRDjQLmNY66iKCqVV76Wf45rgrAcMQgb4wXuPUpIkS4i1xmnfGyahmt6wCQG2jQy6r1WkGYxzyk1JXTX9po1iTZoO+kjgeQ+lFXGW4J2nKRuaMmBz+/szpBBsy4o7zTGjNOzDQZKQxQlaSoxzJK1x3VQVxjpirdFSURlD1TQ01rLYbqlaiKE2to3SJFEc0VQ11lhUpKnL5lLmCOFwkVrRnfhN1ZANM5QKB1+fO2ijrjiKiFoj67xHtQ5FcH58j2kLHwxy1EZj1lpM4zDGttGNQ7SY8XA6YLWac3r68NLmCFCsyxBldd8XAlObfo5KKdJBiorCvK2xyDjAQ01VM52OenhBtTCm81Abw7auyaIAS2RRRJ4k5M4RxRHlqmB5skTHun9PPmo8d3ihw7qA9lSRCCEBh1IRWTbqE2dKK7JhijWWbJiSxzGzG1c4nQw5GI9JIs3ucMSmqjhZrwAw1pG0CSzrQgiQ6AiBIFaS6cEEqSSbxeZ5T+2p0SeDjAXdJQJbD69LAqlgcK21WAu6fdpSBXikC+9smzgSQrR48JOJKsFoZ4QzlmqrSdJB//cvcwjoMa8O3ujm1+G6Tz4LZx1KaZSUaCV7j75LIEopKdZF8HyQOOvQkcZJCXWDijQq0khjn/IakiSnaervvr3nMnyLqXaGv3sxl5tt/+/d8YjZIGeYpL2HWzYNRV1TmQbrAt6rlWJdliyKIhgwY7DeUTXB4BrnKKsaay11UbM524QIJo1w1l3ufu28sy5CexLq4TxR5pyjtm1orhTWO5yHSMrwdZv8s95hrGuhBkPTwiyuxfE7g+tcCPXD98L+WK/nlzbNPvnsQvLMNCFilK23LaVEaUmURP0h4b1HatUnbJ8c3V7WMhwsSff99n3oMO5BkrBpHYWmap6CbD5sPGd4QaCjGNnCDFKqkGn3Hu/DQ89HGXGaEMURSiuiJCUb5dy8so+WkqJpOH54inGWa5MpSgquTSdcmUwo6ooPjk/CA3OOljBAojWm3RCIADVc5iYWrbF0ziOcQzjxVFa7M1Tee6IkQntNUzVYawPO24ZfKlHYxrQYU+fthv9LhwnltgQhGE4GlJuAU8dx0iao7Ccu7m9pjkKEzalkOCShPww6/KtjK3QJsw67N22o2jFMwrIIdGvYnHXI9gUNzypGVw2xi88Tb43BOY9S0aUZ3c67idMYpRXeeUxt2JoNQgquXttjlKYoIXtMtmiaPr8AIeQ8348Bz4yjiFipPpnWsWzKpmFZFJzFW7bLLcVqi6ljnHWs5+tLmSOEA7SpmjaLTw8dKSX7COW795IQAufPDUw4OGyPiIV9HPBq4wJ2KpXsDbrUEmHPnQNrLU1TUteXF4F6F6C5jiFjrUU4gZcSHYc8Qhdtfs/PtiyHjlmCUmilkCJEJlpKRmna/2x3ADXWBs841ggB6/n6E6Gi5+7pKnn+K4UQLdxgggFuaop1iWlpJEmesL87xeODqx7HmNWKfJKjZQhtqsYgRQDyAaaDAcZaNlVF0zQhs6okZ5sNy7Kg2pRMr0wDZnpJw1lLVVQhTPGt9ycFSkukUoEu4z1RFKAG0UIOzgWDE8I92W4Mh7MW09jek5S6w3YdSZ6g4wg2FacP54xGO8RxStOUlzY/CLhfPs7PvUDnz7FXaOfpW09C4qXvYRZjLY2xT7ExRAs9eB8Si7axGNcgpESrAKU44/pnYDp8TCm8s997g89heOco1iXpMGsjrnBYqEgTpRGbqmK5KZAtTjtMg7ebxTE7g0HPoumZGyIk2UxrZCFAD9B6kS3MEGvNcDak0IpyWyKluNTEL0BTNj3WKqQMFC9CZh9C9CWl7LFpYTvjqXrvtpuja/e3b41UN9eQOD6nAXZ/T0cqQG7WUlWXaHTbv9uxhLwNnrpMJDrW6EijY42KAtTSwVYhIRxYRlnL4EiiqKeuyic+d1BLojWVMTTWMkxTJpMR1bbi6O5RnxT+qPGcja4gikPSwTnbGp4ErWOklOSDwBUEuPfOXUxtONqfkI9zFgdbPnPjOserFev5muXRgrPhknVVtr85UG12hsNw4+0D6Dby7ffvc3J4QrkpObh1QD66vESaaUz/ovkWFuh4pskoIR/lSCkotyXWOiKt+nA7yZN+wwohgrcRabL2fjtIxntPnMaYuuHtf/o2t9/6NsfH95hM9tnZucZ2u7xUyhgemrJGKEnT4rHpIAU6eEH2DI1BlvYeTdTigADWC0ChRMAHB0mC855VVLCVAaJwNmz+1emS48MTVierlt9pWi/s8rL61bbiwfsPSAcJSgWoyxhLuSlZHC9483OvM84ykhaz7BJKeRKiOeddYCYY02Ofxlr8E8lN1Wb3O8Pk8RRl1YfigSN8eUk0OPc2q20VcPc8odxUeN8mDxMLddNfW7YJNNU6O7o9WPo930IsHbzQhdndvq62FU3V9AdJwP+haUoGg8mlzLFL2KlI94ndKI2JkuCFZsOQwNeR7vexaQx1WfeQhIrOGQxpFDEbBChPK0mkNHkcP0VX7QzwjdmM69Mp6ysHvPeb7/HgvcOPvdfnDi8oFaFUyLDjPUpqjA0LqrVCKoE1jpMHJ9Rlw+BwQDZMufmZl8jShO264OzRnOXpivHumNF02GZRJZHW56eqEEyyDIDGOY7vH/P4g8fESUS1rb4Ht3qeI2BDqjWOYbNVRUh42ZYcreOIcRb3PFwdqR46MMZgaoNIzpNTcG5wpZIhqVTUzB/P+co/+RVO5w9DUsma/hD7pBP1tzK8C4nCqqypixrvHHs3954yErGNSfIE1WauIdCnugIA2UYBkVJELUThvaeqG1bzNacPTrHG4p3j3jv3OHl4Ql2XRDrGedvuJU2cZJczR09vHOI0QccBBtKRYrw75uhswclyRRRpRmkajG77Au62h39jbXvQOKQXJFHUJ9GMtZRNE0LRtrAg0RHT4YDT1jB0idIkTz7hbr//4ayjLiuaqqZuOapJdm5AO+aCEJBEGiXOE6ddQYcST+9VrSTGOkRXKOPO/68z0Eortqttz70PrJvL27NPUuCEAB1HPXTUFTZYc5709d73ievufRJCUDQNtbXnTA4piJTGWMskz0lbLneXVIyUItaaPImZ7E94/MHRx97ncze6oSDC9plSpaMe+6vKEuc86SBpObolzgbPIsmTnu95+nDOvXfuMd4bk+QJ1169xrXZlFGahhfae6SAuOMONg1REoVNDCxPltTl5eCAYU6KJEtCFt95ilVBkies52uKdcGD9x8yuzIjSiLycYZqM2hRGrw2Z1ygf7WQgzU2YG7Qg/6r0xWH7x1y9933mZ89Ym/vJi+9/GmqomK5OkVKfWlZfQgvY7EuefidhyyOz/DOMX90xmA6IIp1CMWGKePdMfKNG0Qdfcz7PvvbG9/WS6yahlVZcvrglMP3Drn39t2e1rOcn7AtVjhniXSMVJrhYIqMxCV6u6Harzs467ImijWD6RAVKWxj2dkdMRsMGLUHvPe+DzutczTGsC7L3rimUdRzc7WUlM05K6FsGirTUBc1d9+5i1SqL0yYXple0hwDnrpZbtgnFEiZxlCVNc4FPnmSJ+AC9VLLgGUCbVVo+B0d/7bDdxMdoURwbCpjAvYPONsWBWmJtbLH5nWkyPPxpRndLqkdCrE0XqnWs1XnEIlxSNUm+qyj2lbURdXnIuqyZrvYkA4z1tMBx6sVpjEopVBKsllt2dmZsDsccm06ZZimYS/Ic/jzyitXufv23Y+91+dqdLuEihAyFDtEKVKFhJqOdajaarGT2dVZOFXWBev5mq//yld59zfeDeFsVXP//reJvpPw3jfe4uDqTa5/6jqTvUl4eI0hThNe+x2vMRsOiLXm5g/cpNqU3H37LtvF9pJ5jzJgxj6U8nrvWRwvuP/+B6zXc6IoYfNrZ1TVFmstWTZkOj0A4LNf+gKjnTEqUqzn6xDaWMe6NpSbEmssdVFx+P4hq9UpWkf8i3/6Xycf5ZjGcPurt9nfu8n98S5nZ48ubY4A5aYkH+XsXJ312d/N2Zqju0eUm4rhbMjO1Vmo6BkP0FHg11ZNg2k9irqsacoG0xi2yy3r+YrNckuxLoLB1gqlFTfVTaqioikbDm/fZbNZ4LwlG+WXhgO2eVfSQUI2DHs1TiNM3VBuSuaP5hy+e5/J3oTBdBjWpqwxtSEbZWTDjPEgZ5gGmhzAqigomobNesvydMXhu4d9VeZ6vqbclBSrLcv5kjTPuPLyFV77Ha9x7dVrlzLHMM+WWRLpPtm0PF60CVzHZH/CaGfEaDZE7oqWGhejlerhEuccdXuAKinZNuGwrI2hsYbVaYAFF0cLju8f471ndjAlHaS917m7ex2lnnsaCQje/PpszdVXr6KiEIW6dg9W24pyUyKkIE4imjoY0mJd0FRNiOi2FcYYVierPuqotoEyqWPNaDYkGaToSJOPc66+epWbV/e5tbvLwTgUfCgh+Kkf/SLpIOW/+M8++l6fs9F1OGfaWm6FkLLl64as9en2hLou8M5x8mAXIQSb1ZKy3NA0FWW5CThXkhNFCd5ZttsVD+7dZrU4Ix8GulmchfB6MB1gru2QDzJ2xiNWL1/h+PCE9XxNc4meLiJ4u93J2tGbdvb3uP7KTUxjKdYF2/WKk+P7WGcpyw1KRTz+4IjNYstwOmAwHbYntEEqRbkuWM3XLE8XrFanZNmQnYN9qm3F5mwTYJPGsH/tGm9svsi77/4Gx8f3LmWK3kOxLhjOhuzf3At4mZKIV67Q1Iazo7Oeh7k4WlJuqt4QeR/ockpJTNWwWW7YnG1Yna4oNyVSBRrcztWdHheuiortYkOxLjk7OqNpKqy16Egj5eW8qODJxwPSPA2l2pHqy5LLTcnD9x9ijOHB+w974r13gWyfj3NGsyHb3TGTvQmTPGDyp6s1dVmzOVuzWWypiorV6YrN2ZrtqsB7h7UNo+mUtMX3y03JaDa8pDmGkY9zdBuNmMZw/9uHLE8XWNsw3d0hnwzYuTrj6qvXGO+NGY0HpHGEloGFAWFPdAyNZVn0+3x1uuLR7YesF2GdTx+dkOYhMti5Omu1VhRJkpFno0uZn7WWYlW0PPkovH+LDU3LhKmKgC+rSDPeHRPFmnJT0tQmGOVt2fPkm6rBNoay3JKmOekwC2XigxCJmtpwcv8ErRXDNOVgPCZuWRFZHPP5l2997L0+Z6MLQii0itAqQkqFcwbnDEWxZD5/RF0H2kj6eIAUisbUOGfbarU8lGYmOVEUs16fsV7PaZoqTCgbsbt7nSTJGY12mD88JU5jpFbkccBTDm4dsDpdoS9YVimE+EW+t6yr1S/xv/8jfgrVlhT6lo3gjCPbyxntjHpqlKkbpvd2WM6XrNdznLOcnZwEXYF10WNkOo5QzuOcp9yWLJcnZNmQOM54dP8e73zjN4iiBKU0w+GM8d6YLBuy2ZzxhArN851jd2+RRrah2mA8IM5ilJIMZ0PW8zWr0xXzx3NsYxjORox3x+hYMxgPiCY5dVmzPFny+IPHbBfbUB01zknbRKKOdKhMfLLyJ46IogTnHNvVlqrafuIcv58hhAwQ1iDt9TJMbXoebbktsY2hLhsWR4u+aCPJkx7a8a3YUV2HaspyU/bFLlJJ6qJmdbJieTZHqYjxLPy93Wu7SBV0O7rCkcsaQkiyUdaXwdZFTVVULRyoWZzOWZ2tmD84ZXm8ZHZ1h+nBlOFsyHh33Cd9z3+fYD1fUaxDwvH43jF33voO1jZkgyHDyYgoiShWBes0DiI0MkLrpC9jf97De8dqvgSChzp/eMrJ4SlN1QS2jLFB1Khdw65k1zvXaqYE/ZMO129aWEgo2f+MbSyNEKSDNMBsaYyS5xSyyoQE+9XJx5c6P3dMN8uGJEmOVArnLHVVUjcV3tm+Qq2uSx48eJ+mqUKWPk4ZDqfk+YTRaIe9a1ew9wz373+bR4++01ddSSl58OA90nTAZLJPPs5paoOzliuzKdPhgN1rwRjvXt+70D1773/yWedp6oZiXfZVduWmRAhBUzUUq4JslPXgfZzGjKYjBqMhVVHx3ntfxlrDZLLP8uQ6450Jezf3SGcj1vMVX/nyPyDSMYPhlM36jMMH72Ftw8H+LaI4JctG1GXDS6+9zi//cvPdfO7nNkchBfsv7XN2dEaxDuH9yf0TlmdzimLNrdff4ODWAc45Hrz3gKZuev2A0c6YVz73CuO9MceHJ3zjH3+D5dkpO3sHlNuS+7fvsFyd0jQlcZzhnCHLxnhnSdIB1jYMBlMme9OAJ/vvPi+ez9Cx5vob1xlMBiHZVNQ8vP2QuqyJk4gv/N7PU25KVvM1J4cnLI4WlOtQebSer0gHgWO+OJ72JehSSkzdsDgOB81733iL1eqU9foMrSOiw4QkyXm9+hzT/Wlb///sr6EQ4v/w3v/Ri1wbJzF7N/bw3gd+8LoI0MjuOKxZS/srNyXf/to3MV82xFFCPpjw2R//LAe3DhjOhkSxpiprVqcrvvKLX2H+6ITHR3dYr88Yj/fI8xFRdM4M6JyPUOocMRjnbDeXkzCUUrFez9muCk4Oj5k/OuPBBx9gTNOyKhxahyT//NEJcRKSl6OdMW/+rjdxznH2+Iyv/cOvsVqd0DQ1dV1S3ltT1QV5PubzX/wxojRm8fisTQwKHsQxiQ5MhyyOMNb1SeOPGs89buurW6zF41A6YhAnNE3N/cN3WS6PKctNCzvIXi2rqSvIYTa7wg/9/h/ivd8ccXb2iOXiGE8wzIPBlN3dG0RRjDEN73/rG3jnmOxNAhndhpLKG5+6yaufffl5T60f1loe3Tsky4Yt4bsiy4a9EthmsWFxcsbp6SGHh+/inEUpTZLkLZQSFrTYrpisDzCNZXC6YjlfMhiEU/K1Nz7fEtQdTVPxIz/6h8mGGY/uHVKXNcPpgCi63Ix3uSlZz9c462iqhkeHd1it51jb8OpnfoDhbIipm0CVyxKG0yHb1ZbNYhNoO8Y+JeQSZDwl49kus72D1vtTpPmA6f6U9Xwd8NRyS5wmIerJUuL0cubZJV26TH1n3Luy69OHc04OT5g/mrM4PqMs1qw3Z9R1yXS6T5LkxHHQboiSiNmVGTrW3PvWPe588w6P7x+SZ2PybIz3tzk5uc9sdhUhBI/vHxKnMbvXdsiGWeBiP9v4TSHEv+y9/98+cZ6ylVUVgjoOMFFHS6xaNbByUwbtE6EYDUehvNsaHn/wmHycMT2YMJ2MWEUFZ4/OQjGHEMxm1xgOZ6RtpWSap6wWZwxGY7JhUG6L4hAt6TgiTtJnneeFRuDQ6gBTrQpM3ZAmA3wSuOLL5Qllue6FfqTUTKcHDGcjJvuTnkFy5xt3QpRqKtI0D4nTVvXwh//ADzPeG4fDxAWO+sF4zN4olA5774m17qlkHzUuZHSFEH8W+HNAxMeGpeeEY+sMxjSk6QBjahaLxwghGI/3GI12cM7SNHWvDRvHKVk2ZP/KDf6F3/ej3PnB12iqhu12RdOUKBUxHE65evVV4pZ/V5c1Oo5YHC9YlgWCIGACsC0ur3hAR5rheMLp8UOsaTC2ab34hqqI+OCDtzg5uc9icUTTVIxGO8xmVwFaL32POM7aqrbAR91/aR/vPI8f5304l48zvvilnyQdpOy/tM/6bMOs3OXVL7zW0vM02+3y0uYJgVQvZMBgb3zqdweKjTEMxoOQ+GsMuzd2AwE+ienEP6SUreKSZjgZUpcV490xZtyWTk5yPnvtsygdeMDeBS9sdbpiebJkuj8hGaQsHp+xWT4bvHDx/RqKFqSWKK+oyxpnHZGOMLXhrV99i9OjRxjb9Nh5oCUppFABRyzW1EXgnk72JwgRwtumbNg9OODmp2+y/9I+d995nW99+S1uvv4ySZ6wOdsQZzFxljCcDT9RJOVDxo8Df1kI8XVg83FzBFpMXpFkppUR9dRFTbkJ78l2vaIsN8xmB0yvzEKF3hP8XteW3EMoI969sUuSJQwmOc56Dt+9T5In7Fzb5eR+ilBBgCbO4lBsEmviLEaIZ5vnRdcy5LRDYjBOY/x4gGksq0WAKO/de6c3tloH6DMk9V5hMMzYGQ7RUnL9jeuMd8dsV3rPrloAACAASURBVNtw/2lMPs6Z7k94+dXrvczs8WqFsZZBkrAzGODx1CbwsZtP0EO5qKf714Gf9N4//riLOje+MXXrRURsNmdstyvquuLGjU/3tLD1OoSpdV2cG5l8xGA6YGc45MbODnf/0CNuv/VOiwOHEth8lDG9MuPKy1d46TMvMRoPSCKNdR4lIUpiyodzju8dX3Bqzz6EEKR5yrWbt5gfn2CtYbE4wpiaKEqo64KrV1/FWcNmu+Tatdc4OHgF5wI4PxzO+t+VZSGBcvDyFRCC48OXKatNIGoLwWhnzGRvjLOhWEK29JUkD2HqanU5tey9LN80eDB7N/fYux6Snx02aBvbb86OktMdelGscW0dfzbOmNgpo51xwPpauEK3pHUdKZYnS6xJWrUqH5TmJgOqTcn22cWLLrRfgcAh1RqtNc46RjsjrLFsl1u26w1ZPmK6P2OQTzg+uU+S5Lz8xqeYXQ1rWK4LRjtj9m7scXNnh6KuGe2MePULrzKcDRmMB8yuzRjvjjm4td/zgUPhiyEdpMx2J1T1swnePCtkpFQQLoqScKBkwzRIaMaa/Zf2WRwvWDw+4/UffoPRbMhZi2F3lWt1EZwja4Oewc1P30THOkSZWUxTN4x3x+zf3GO8Ow4HsrVBozhPUJFGa0VQx3umcaG1lFIQRSlREpHkwbu+/fY7HB3dbZPzWavpnQcHyTQoFQol0jhimAYK6P5L+6EK9Ei3hRSBmTOcjXDec7xa9dWWACfrFZMsY5LnaKXYVFVfhfhR46JG99vAJx5RQgSOrnMWY4IX2zQ1cZQQxyGsCKWhIXGmdYx3gZKS55NgpM42nK7XvHnjBj/xw59l/qd+inJb9iTng1sHXDvY5dbuLkkU0bTqP2fbDduqJtKKR995yKPvfOL71t7z95NII2BUkyE713ZDdv5rC4ypmc2u8BN/5A8GQRghWJ2uehHv1emKk6MHJElGmmcsz+boWPPSZ14iyRJuvHGd8c6Io3vHLB4HdoDTLlTZWIuvHNODaaC0CMHBwcssFh9PxP5+5yilZDDJufHGdVwLH+STQV/WGacxTW0Y7YxCpni5oS5DabfSOqiUbQNmP9mbtEUfHWshGKyuYig8zwTvguj7tXGObTPjpqVpPeO40H7VkUIoiTEGrTWT2Yj9/RnroiTSij/503+QVVn2gtVlVeOMDdKTkWLYhson8wW7swlXJxOKpuHWm7dYna7IhlnfDeXq9X1ef/UmopV89N6HclOtWVcla3W5+s/ltmR2ddZLoJabMhD7Y00+HvDSZ14iSqKW4iXYub6Ls47F8YL1fE1dVpRNE2RYx3mfWI1awZ7P/OhncC5AUtODCTreC4yFtvpr/mDO9MqMwXTIz/3cM93+hdbSe8/+9atB6KY2bBYbXv/BN/ls9kMoLfsin6Zqwr6qDcPZkOn+BC0VWZwwSjMGP/Z51mXFg9N5n6tw1rI5W7PaGZGnCVcmE17d3w8iOO1H2TSsioJ1Wf7WBG+EEP8N4WW1wDeEED/PeSjzb3/I9T1jwZoG51xfRRVqoi2+rQzpwmOhQ6Z6MJiy2YSkSVHXSCEYpRl/6A/8GBCUfAZJwnQwoDGG082G+XpNbS3LomBVFKHm3VjuvXOPw7sXE6f/fpJMznnqsmG0I/qTfPfwOvkoVNc550jyQJ3KRyGDbxrTZ8d3ru2E07jNpsZp4BTrOBjyYl1im0Bot8YGCclYB52C+Fx9bG/vJt/61q9dyhxDpZIPuhGR7LmLUkpUpInbyjRjTF/cYRrbE9BN3VCV4V1ROkQ31baiLuveE9Fx1GsrSy2JszgUjNiQJYaALZsLCt48636VKmjZOuPwypNEmpf39vtuD5EKrJis7SiwresgelPXZHHQ2VVSsqkqkigKWrNCMBnmbXI1HCxNWbPcbJEiyJBWjWF3OOwFVNZV+ZQQ+PMeQsge8omSiHyU9yXmfYcPG4SG1vW6L4etNiWm5bQ++cyiJGa7KoLxamVIu9HtU9U+W6VUL7WYDTOGF6TGPetadoUeQcNE9IdH19ml2lahClQErm6cRO3hEd49JQSRUkzzAQJBNRpS39jtsW+lJONBRh4n/brHrShO1zEEgsbuk19/2PgkT/dnL/SE+gcVZBylUN8jk+Z8K2wsQtcBrAEpiOOUPB8zmo2xNnhKDxcL5ptNKPXNc6qm6Wv3tZQkacqi2HK0WoVqoKpu8dGwcR7ev3shD/C3Mrz3rTBK0NO98vLVvp7e1A3WxL1HCPRiMNODQESPWg3Puqh7zq9UQXouH+dko4xqW7E8XvQCJd57htNh3zYnRBOX4yF56yi3ZajqiTVREgUvry21jJQiTjSNtWwX26dO96ZqQicGzstMnXHB2yhrbGPONYVpFc3iqH9BmxJ0FBxz7xzVxZWpfvaZJtk6AN57tFZ9fT1xzLr1cGtrKZuaTVWxrQLVyjnP1cmkN8TqiQo1JUOZcNwqtI3SlEWblDxqq++AvoxYCMG2qvsuFJ98y+I/997/zHdFL58YmTVVcIKUVkRp1HKgQ2l6pwHbUaue1Fk4T4y3XTCMbUWQwkFal3UfxXTXKR0wZPkE1aozzM/QBeRnL3ohgHOBehdnMVEapADOHs2RWuGMDR1OtEJrhTHh/UmHWYB6dPjQSlIbSxrHjLKM0/Y962zLtqpDObA7F62PCAJPYd3VJ0IL8AlG13t/B0AIcQOYAAvg3wH+V+B7XEmlNFk2xJqm53k6a4J2royIopgoSnp+IEBVbTk6ustmE+gmq9MV7759hzyJGSYpaRzzzfv3+OovfY3BJOf3/PM/ErzhpgkqUGeBjN5UIYseCifU95VgEkJ8DrgB3AU+8N5/pN5ep4/grCPJYl753CtAwPgWxwu2yw1CSpIs9EeL0wEjLVuoIGz+o7tHzK7t9OIxAWMLRP13v/wuZ4/Peo+4C9ubqub9r91mc7bhn/2zv//MdKqLztFay2ax4frr13sKXJzGfVmlVopJlqGVYrkIfN2uhj8dpOSjvKXRhRZE2TDl+P4Jg/EgdBIYpMRJhI6j0HEiCn3V6qJmUYdqqWpbsV0WlOXFZA+fdb82VcPieEE2CnhcFgUaUBZFJFpzeDanbOqg4ayDt5vt7fWaH2XTkEYRwzQNYu1CkLSCKx3uncUx++MRkdK9QLgUUDWGVVmy2G5ZbLZszi48x59pPz9D9BIKMDZnm1D80RgmB1O8D+Lty5Pwrggh+rLkLlF9cv84eJDG9Ni6UJLRdHjeqcGF5GlTNaiIPoJzxmJc6IXXecUX1Zh41rUsijW3v/UWB7cOGEwHDKeDpwSaur0YkrautRVtlDocMhsMUG3ZtpaSncGA2pigZtga1U1RMt9sWBUFozQji2NipfBRFIS3vA9NFj6hPP+imO7/CPxF4G8D/wD4r4AvfvdFQki0jntGghACYwNg/WSH4G6U5ZrV8gQhFVonQbOBUAm1Lit2BkOyKOJzN29yZ/8D3vvN97j+xg3yYYbHk+iIOItb2ksrqmM1u/tXsdbw9tv/5ILTAyHE3wGuA68STtm/DfyxD724xY3KthFdUBmzxGkSBMedZ3W6pKmavtIoHWYkeUK1Kdksttz/9n3SUVA+itPo3KNoq7xmV2cBnsk7uCJpO+iG9ka2MThrnsnoPtsceUIIJeCSk1mgxnQ1+FqpnpdarAvKdREE6UcZSZagWk9fSNmKWR/3VXVRHJHmaV/n75yjaoskbGNag7sJ3RWevTvGhfYrPsBEVVGx2RZ9ZKVbr+VgPKY2lsYarPM93KCkZL7d9iWysVZY16msaZIoeO1Siba/n0NLT9zW5ztP60EHLYpyU1KsL1eq09Tm3CuVoYqy010Y2kHfVCAfZaE9kYdFW77svcd1HrF1mKqhqQ1SN6G0X0maxhAnUd/+xvvQfaRYFW3pdEOcRj2G/wzjQmvpnOXo6C7r+aq/zyiJEbJtDSXPG8NW24ooiUIyUau+H1qHz9bWsq1rHp0tODkMezZUpKUkaYxRkpN1OCSNcyRa47wLve+eEHf6qHFRo6uAt4CR9/6/FEL8hY+7WCCQSqOlpK5LrDV9s0prO/FtQ1luqJuK6fSA8XRGuS3Qsebo7hEftMZqmufBo8hTlsdLbn/1ffZf2icdZrjxAKWCVufWOqQO0MUrn3+Fq69d5Rd+4X+44PQA+CHv/e8RQvyC9/5/F0L8+x91oXMudEFo29Z4H/AqawJdZTAZkI9zlFY0VY139BSqTsxnvVxw6zOvBpGeIoTcOkrapoG+54oCjHZGeOeCDKJ1KP2kyv0zCZlfeI6eIO3YixHpJ/pjScm2rllst6FjwtmG7XLDZrkNrUyGGfk4I287zibz8POH7x5SFVWrqXxuSFXL14bwPJvWQBTrEmPM9yPsc+H9ao3t2RS2sTyMY6xzZHHMKE2JEo11UQ8hQFAWi5WCOD6nVTUG5x2DJGGUppzqdds5InhOidbErQhQYy3rsuR0Hboer05XfZnqRYcI3KsvAp0E23Xv/d/9iKsB2j0btJybqu7V8Lp1klIyTrNeKU0I0cNET+pTCyV7sao4i4mjFNdCCaLVT+6ebafiVm0r0uH3pRZ3obX03rNaneA9PXbb/b0AcYV7WZ+tmT+cs3tjl3ycYU04/IyzVOYcVhkkCZ++dpVfO17w8PYjTN0wnIUu41ESc1edsNhu2VYV12ezcLi2EOAnQSgXNbq/CLwH/HUhxF8BfuPDLwsbUCqNJqgWJUnWt8XwzmF9IGB7pftqEWPqYHB1hLehwqkqKpanK84enbFZboiTiHJbcPfte1gTZAbxvvekug4HWit+9A/+TtbbAv6jC84ujIdCiL8JzIQQfw64/1EXWmvZbhaoth2PaQwqUj2vr2NadJlSKWXfmnpxtODk6AGDwTToNpjQVbgq65Aoi3Rf3+2MpShC6xilVWjV7n0vVOK/h5Dw/OYIvu+T1tRBEa1LuphWtrCoa5qyZnG8aLE81WfrVaRJk9DC2jaGzXJDOkgxTRturrZBd1iI0PKlrXlvqrr3dDv2w/chYn6h/RoilJDgwwUhpdMswVjLKA2haacnG2vVd4HokmfrskQr1bdn7xS6kigKMqRNzYMHR8z2pmilelW8pg1bqyKoXHXG8BnH/wysgFvAQ0II/hFGNySuq23VyqsGB0B07ZfaYgmlzvVzm9YzLNdBQS9Oot6YKq3w1oXDsajJWrqV0grf+P45QXhXuu7cHRzxjOPCa1kU6x6ffrKs3Jmwj5cnS04fnPbaLeUmlEJvqoplUfa6yYnWRFozyoKWCMDJg1OKdUlVVAynQ6QU1GVN2TRkrc4uhP1iPiEpeiGj673/a8BfayeXeu8/NBbyQSMvqP378IKmyQAhVKu/EFxyqTWnp4fUdYGUms1mwXz+qG9meevWZ9muN9z/9j3W6zmf/ZEf4if++O/mxqdu8H/+93+P+eNTrr5yjU9/6dMMJ4Pe4Cod9G3vvn/IzrWdi0ztyfFvEDCjXyVs4H/zo5+H42zxGB3FCCWx1rI8XlJuSsZtkixKUpI8OeewNgZrHF/79QB5vP6DbzLaGVFtSh5/8Jjje8e9rCOENvLr+Zqmbti9ttt25YVyExSTun5Qz/iuXniOgV0ScOtyXaC1DjoIRRUaczrP5mzN+mxDuSlRkWJ/d7/f3KZu2C63JFkcRHyOFr3aVrEuOL5/EjDvtnR2s9gEycFtxeJ4ec7l1VHfF+6i46L7VcjAmCjXRehkYSzq6IwiK1gOQ/FKGkWkcdwnSGpjqEzDr3/lHQDGe2Omo0GAFXTU9wurmqbHQB/cechqtuHl6wc9tls2dQi/12XvmT3j2AF+Gvi73vs/JYT4Rx91oY402SgL1YUmzHMwGfRGV0caEYv+MKmNYX6y6BuvQohAdmeTXuxm2bYuXxwvcMayczDDuJBoLesywBDG9kJHIVGs0NGzFcFedC0BjGkoVlvGu2OUDgJS3ofI6ezRnNXpisXpnB/83V9gOBkiZGiPtSwKlAzqarePjnjn8AGr0xXD2RCpJbfevMVkf8I3f+WbPPzOw0Dv/NR1dq7tYq7tcDdNe03dQdsB5+PGRSvSOvpG9zUfRtuAUIn2ZEmlc64ln3dJtHMhYyk1cRQ6TdR1qDrz3vHgwbskSU6aDnn9zTf59Jc+zaeuXuXKZMIv/y+/TFUVLI4WVNsqJGbal8e3gP5mseHGs0vl/RzhFP1HwJe99x9ZBiWlQuu4xzohhFLeOuqqwZrAoujgBdPY1tvbsl6fMRxOqYuK5dGCqqg4Pjxmu12Q5xO0jrDW8OjRHZIkYzicsjqNcG4YkhtFEGj/PrV0LzxHEL0OacDA4lBO2jIZqm3FZrnFtkamr2xabnHWBY6qDi16ilWbXGy1SjsD010bJRFN3fS4Y7WtQsY5Cp5zx/G+6Lj4fg08VfMEPS0ItgeVtEWxpTIxlTFkUUTjHNuq4ni1wnvPtVtXuD6bcf/0tDfKu8Nhj/VqrRhPhjwqj4L04c4ELUO4Xhc1xbpo2RDuKVrWBccd4E8DhRDirwIfKcjbRZldlVngq9Y0VYxsE34qUlR1Q1nVvdxqsSwwxoABuS5YVyXeh3UL8qrBuJTbiu0mGDhrXa+651p4IXRVCZDcs4q1X3Qtuz11dP+I/VsHRFL3+ijWWLargs1yS11XnD06oy7q3iF6fHjMW1HEJM/52tvv852v30Yqxad+56daRyioyk0PJkHA6XTB8GjQisEnqJvhGZZNQ9ZSBz9uXPTY+dn2cwb8FHD1Q69q9XRD1ZnAudAiXEmNbEvvug0ghCBNB23zyqb1jj3eSwRhEnk+5nf98R/nd3z6tZApl5LXf+gNvvFPvhI2a9syOrQr1304unfzYmI33zX+BCGp9GeA/1YIcey9v/5hFwohehaGEKF1TdOWkHoPSZZg6qYvK7UmNJ88uX/CjeufoqoLjg4foVTE2fwRj48+oCw3jEY7JEkoA57PH/L66z/McDxhuyoQUjKYDPrsa/X9lTlfeI7Aeb1+WYcOADYk9JyxFOuypbsFCpmpDZtmw3a1fUJlzbRC7Q5TNyER0eLDtOXC3SGCC7KJnQZq16es6zjwjONn288fu1+9JxR0ZHFfFVmsC7arbX/vcRw4uXWS9NnsomWtSCHI45id4YBNVYV2PS0UMkxSGh2x3hZ9eH06X5INUqQQ/fealu747FPkzwG7wN8D/mT78aHDmuAMdLTFzvBKdU7F67DIwMgJ75W1ljtfv4NpDKPdEdkwo6k61bgjxrtjpgehXHs1XyOk6CEzWg+zKy4AGE6Hfbj+DONn28+fsJa+ddje4+WzV0iuJX0BSJeD6dTqVqdLNotQhp0NM+584ztsFxuGsxFHd8O8xnsT0kEQKbd5sFe71/ewxtHUDWePF0itSPPgEKRRxLIoqIx5PphuR99ox9ttFvx7hnWhpDKISqjW6DaYVs6tz9B7G+rXWzaDEII0CSGkkIokybl6/Raf/72f4wffeAUlQ7awbBp+10/9KLvXdvjgrbs9xzBOYzblOQfSGceXf+krF5nak+M28I8J3uC/573/SPl3ISR5Pg6FAY0hzvLe+yzWBc0HTZAnTKOgYdo2Hpw/PuWlTwXdhM1iw+rsjL39G9x85fXgHRtD1nqCzrqggRprHt1+SNmG2+EFlVjb9GyPy5gj+L7dSRBXDxuvKqr+gOy4mYNxUNiqi5rhbMhkf4JSkrpq0JHGNKaFHEyPbyOCKlvIilusMb33HCVRHyFZa6nrZztgLrpf4zSiKqr+kABDOsxoyob543k4KPKEZJCSDTOcscF4tRS/b/w/b/N/vft/M9oZce316wxnQxbbLXVjOH14ygff/IDTh6f8wJd+gL2be20LpuARVy2W20VB29UzlwE7oCOj/9cfd22cxlx79RoPbj/At7h8UxtkeV7aC+fMmcF0GCIbIRhMByyOFjz+ziO++etfRkrFYDDm2qs3gzD9qgjJ5DbK05Fuu7i0/cdsSAAPpgN2b+w+M4xy0bWkzSG99davYK3hn/vDfwQhBZuzTejwvD7XcHHWo+OAay9Pltx9p+K9L79HPhlw41M32GkbLHSQgW4TjE0VOtRM9ifc/ur7nD2aE8Wa49WqFzJfbLfPx+gKIf4Dzl38IfADH3ZdKP81LZnYPvV998SNdKdqwH1b/LD1HAGu3XyZL/y+L3DllSsczufkLVnZOUdRVuTjUPkVsFKLaw1elyx498vv8fjOxcqAnxivE7zAfxX4T4UQ97z3n/64H/A+4FZdgYNpDNZabBH6fnW1512IPt6ZMJgM0LFmejCl2u71B4UQor9eKsnyZNnrEKSDlO0qdDqOs7jvxNtRYC5njgE6iWKNqcNB2lHInHWtMe1E3E2f7FOR6psBdnigjjWmDoa3m2/nSYrW+Jo6VLR593T2t6maZ27bfdH92hV6hGglZPKVUojsXHWsE4aJ4qjv55YMM2azMU3ZoCLNu19+j0d3HrP/0j5xGofkUUsDu/XmrZApH2WUm5A4q8uaumr6ZGmXcb+s0cFCUkqaxmKrpm8P5YztPVFrXGgMUAeITErJtdeuko9yqqJidnWn52tP9idBWOYJKNHUhmpTkgxSvHPUZaCWhU7ZKnTCfkaje9G1hMDoMU3N8fE91vMVo91xiL6tw5impbRGvSY00KvgPQnvdBq6ZVVjnGWYhOgkSsLPpnXKwctX2C636DgKHGVrMc5irKOsP76C8pPKgIfAnwXeB5bAfwK8C/yND/+JIIkWx0+HEF01lZIa1wpehM3ethyXAq07wN6Q5glCCo7vHfOth98KBOZrO+xc22U9X4evr+8FvLRuaOqobW0eqCy3v/4+6/UzC8H8feAb7ee/BfzmR1/qn2qCZ+qmLzu0Tdumxnm0DZhhXQZcazAZhCIo50HStzKBtkli3fSlqaOdUV82K9q+c9YapFYk0bkc4fdKKjy/OUJowR1ncU/xkko+ZXw7YyGVDAyOPBRGdAeNbxkmg3HOdrVtPR+Ls6FjRidpaOqm54qG59F2FLaGprkYnepZ96tUsm3fEtava1aolHqCWN9eKwUyjZAyYTLImeQ56tMvMT2Y8O7BlMcfPObw3fvUVYhy8nHOwa0Ddq/vhsIXEVo8eR9KVm17YCEEQvg+cXiBOXaVaOKJz+0j+6iKNB+SZW0E5VtoBwhZ/naSXRv2sG6hyGEwGT5xn6KvXOsKWzpYpmn1RaqybjnZvocSO3HwZ1FSe+a1bKETIRVNE2h42bjtsN1G3lEU90VZHRNHKkWaB9pplMaBcbQsWgaOIoqj0MfPhih28fiM5ckyHDjDtBcuKuo6NPF07rcsePM/Ab8E7AP/EvB3CJUhfwf4se+duOoNqVKhH5MnZIm/u6xQq6gtigheVFGssTZABN/+5te58+67eO85aZWddndv8OaXPsfVV6+SZAnZOMPOLU1tiBvTn9blpuL09DBUxT3b+Ang3wI+C5TAP/24i0MLohazVnFvMIL0YYP3oQyyakU2olaouq4a4oS+5LfryuCd60VyuoIPHSmaKniCQkisrdq/fY57X9YcnXV9sk4piRBRr6HgrMMp13qohnSQhCo1rXvx9s7rj5OIKI6CVmvbcbWj2dnCEqeurxbqOzi07IgA2Zhn6RzxTPtVK0U+GbBdPl3GLJVAqlAiG76WgQMuBIMsDQZXSgZJQrq/i/iiYOfaDo8/eMwH37xDOszYu7nH7rUd0kEadKN96KcnVWj2qKIQFYTDKbR/uch4tkq07mdaxyYKPHYlA6YuZdAmwPueAWRbyEDpUESR5MlTyU/bmN65qIu6x6K7NusdnCSEOMfntXyq7PuC45nWssN0pZRY0zCfP+bglSuoSCNk0ya99RN5Jd87CipSPSwC0FQ1xUqEqlIRupdvFmtuf+07lNuCKIqYHEz7Tiru/2XvzYPsuvL7vs+9565v7Q3dDTRAAiQBElyGM0NyFs2iGcmRLMpybEel2Faisl2xKrHjSkVVjl1JqhJXvKUqSTmxk1Sq4opVsSU7llfZ0djaRjPSzEjDmeGQHIocAiSIpYFeX7/17ufkj9+5txszANhNoaecMn5VKHSjbz+88869v/Nbvr/vt9LNgEWSF++5zvdyui1jzF8HcBznU8aY/9l+/dN3uvhgndZ1FMYzFGmOUj6uo8jyBNetSVCkbre9fZ3t7XW2t69jjBW1dJzbnLPB4Dgur776eT7wgc/y0IVzclOfWsQYw2Q4bWpKG+9uNK9/RPu/EEajXwI+Bvwd4D+404WywRW+b0k11H7ELg+S30RN2TQF60QmA8ERxt2YVldqbUEciLPyldRFU3HQ7V7LDhFUVrFW43mhvakqyqrgfSirHnqNVamZDaf0Fnv2gYT2XFukXsgaKFlVauJu3GCTPcub6kfibLXW+JFP1xc2MmP5Jka7YwYbA5E+6bcJ2xGdfgdjDNPhBMeIsxuNdo6iA3ek+7UuY4x2RiJaGAVEnmociNYaX/lNlz4MRHq7tLjzWhV4bXmJteUlRhfO8OgHH6XdbxPZ0dCisIKjgUduJ7mgrp9Kaebm5XVeffmuiK/b7EAEmAD/DIkAu8BfMca8esdfMvsDN5mt45ZFRRAJyVLcbaG1FkjV9rAh+nacEXMrc/iBL0gUOwbuKJfRZCg1ahvZzkZTjDb0lnqsnF1taD/1JKW31KUz15Us7/CJ2ZH2UvD+Bb4XUOmSa9fe4OJzz+JZPbt01iVPM6qy4MaVd8jzlLIs8Dyffn8J11EEoZA4LZxawPM9ltaWyNOM7euCPrn48YtN5rpxZUMmLkNfiKyqSpzuITKW93K6K46QCAN07NcOMH+niyV1lgipMhWiQmpJL3SJCFdako/ZmPF4l93dddJ0ShS18b3AjuwpfEsHubp6Dt+P8DyPIIjZ3LwqmFxfaB6NtoqzuUjljHfGjWM/op01xtQO6F/dC/dojCHPXtnL9wAAIABJREFUM5Ty8TyveXjr4YY6RXUch9LWsYpcgP9+GRBEfgMry5KsgZdF7QjPV+ys77J5ddNCbQxZJgMSUdSWMWDtvl/y8iOsUTMdyf9bjzp7nof2dQPrqoX96mgGZG8Ht3bpLvSI2iF5VjTUgKPtkczp5wXjwaQZ+S3zkt7i/vW15UlOnieUh89ajnS/jkdTvvCPfp1Hnj4vwP8DHsFVDo4rnKqNRpbWzWCIayfzgGZSTbkuqyuLBJ6HNqb5eel7os5QT4QphUwzymDM9s1ttnfuMadyux2MAP9r4H9D0u//kztEgLAf6QaRHPBlXlBRoXWtU6cocln73uYe0+EUkFr8cHvYiAbMr8xjjJRCBrcGjTrydG9CliWEYUzbcjJM9/ZfI4xD/Mg/av/hSHspcDVxosYYRqOdptfgug69hS7ToWI83GM83mU6FfFXrUuefPITEgEjQcxkMMFxHPpLotq9+shJHvvQY/SX5+S+t2KcQlQlmV9VaZI0b+By97L3cro/D5y3X/+DA1/fZfKFpvajdWVrKZ7IP7selVs2ON3pdI80nRJHHebmVgApSdROutNZ4PRDj/GJP/x9DScnxvALf+PvMxxus7veF2VZiwwoS2nUTEbDZhOOaFcdx/mvkMGBjyGEMHc0cbqpUFM6LVzPNHreda1M6kUS7eqiIs8TYeaPVkinKbNRwnCwy3C4RTIbC3Dc8wnDFsPhFoPBBr4XEEZt5udXCIKYMBSeWe3LQMn7sEOvUWvh/62KsmmYSQRUk4cUNsKZsbO+Y5uhCqUUW9e36c53rH7YsFFYzZMMR7k2K8mI2i2CSJywRFMKJ5chkqqsSGephRMeGlB/pPt1uLPLl7/8z1g6+dO0+62mviwwRGGlcj23oTrM84LpgdSxnkbrWuIf70ADMLP0kOksbdjvirymV3TR2tjBiIJr1163IqOHsrtFgHcfzbeRrh8GuMqhqjRUgi2vm1s1B8P6pXU2b15nc/Mqxhg67T5h1CaK2rTbfeFtqDQ31y+R5Slal/h+xGMXnqU912Zuea5pCmut8QOvmdR0XQfcQ5cYjuh76uxE+LyTZMx4MBFBTschbEdCNqU1VXWSpaXT5HnCdDoiy2aW21vT7vbwfEVvscfZZ87RtlOTrusyGU9tjVpw6GVeNHubp/sqHL+n8oIx5i8d8gOy/5lrHZHTCA7WI8CAzGgbcUCeF9DvL9nodl8aBKPBOuaNm9f4jX/4BZYfWmb17CoLJxf443/xp3j1i69x5dV3uPKtK1Lotg/ztTevsLt7i6oqGq6H937Pzirw55D57jGCd/wW7zGRlqbTprFQlh7GtBtn4gchQdsniELGe3vs7t5iMhmQplPeeutrTWPowoWP4Hk+J06cYW+4Sbs9x/LqaR565AK//Vuf4/Tpx/E8n93dm428j+u53Lpxlbfeeon9Xsr9X6PjuGTZjNk4IYxDkaaZJIK11KYRNjTGMNweNgQqtbxJ1IpwLU1ljV64+rtXbfQhBEC9pR5KSaPO9QQjKhyuIvw53BoynQ4PTQd41Pt1Nhujtea1b3wFpb6P7qJM1rW6rYb/GNso0lqT2ZKKroxI0FvQ/823bzHcHlKkBQunFpgMJgw2dxmNtgmCiPnF5Uaput1v4/kiZlrmBZO9Ka+++oWjvO27RYB3HcHUWgvbW+ChbM0VsE1ah7Ks6PZaxJ2Ypz8ZcuH58+zeGjDcGrLy8AoLpxYI4xCMYbI3xRjDbPQU29e3KIuKuBMzvzpP1I7ozLVJJsJolqcZS2snGoVsoBklfi876l7uo3kkIDLG8O3Xv8GFJz8k/3cCQRzQW+zJQIO3D2ONO5EgVzyX3mIP11OWgN5tMpaaOa4+mJcfWm5KCTJokpOleVMiu5fdd2FKT/m2ditsWLX4ZFkV+H6IsZAyYR1zb5dkNhptNFWZU1WKPE8F1+nZFMVCkZbWlhhsDBqS5TIrGO9N2N5epyxzW1A/dInh7yG1zjngo8aY//C9fsEYTVUVFEVmHUIkRNjGUOkSt1LoqubR9SitfNHC/CqO1VJTyufchQu0+m380Gc6nMr0lmXrOnPmCebmljHG4PshZVlQlgU6L7l16+2jYlePvMba0Yx3x7AgzbRsmuLbmy6IJeVUSmrRdX2v1qgS3S+X3kIX5XvkSc5gY9CgO9SB0W0/8NAWp5xbLt5kkjAZDW2j8sj1+SPZ4uIpzlx8iMGtQcOvKxmFJktyaXZG8h6yJGdvY493Xn2b2ShhOp6wvv4We3ubTCYDFhZO4rqKTmeOKJThn3SWUK2XdOY6dBe6AM2It/KUXePxRPNg0TI2A/VDvxmCqA+zZJI0zxdImawz12kORLRkcn4YELWrhk9hfnVBMhxPIFZxJ8ZVqpm0K/KCuBfbUW+Jcg8bDB3V6j6QBEE5Wldcvfq7nDz5KN15wdBqrRsURd2slXJJihfIIZvbpvfIlz5L3SzzLfdEjdxp9feDiSzN0bbp6gUe/nuMOt93p4vjyEBEmROGrUYTrarKZopLuR6e8jAImYnjqmaKzdWAnU+vyoKyyBkOdglvCo9BrTrQmevYUeCpTV1cMNrWjY/UYIqMMX9X3rrz44f5hfpEzbKZTWc0vh82I7wyoeWj44AgCJjrL6M8n/78gmzydIbRmp1bO4LH9RR5mjVNSGMMC0urKCWkOa1WhywVJ7u5eZWbN9+22NVDl1COvEalFHHcYffWLsYY2v22VFAszKqWDS8sZV9nrk2Rh4K/tQTXpjAClLc46t5ij6qomtHoLMkI4xBd7UOmcivxPdoZMhrtWAd9/2/T2nRV8tgHLnLxY0/w0r/6mjS6Jslt8CZdVVSFSzJJmQzGTPbGLJ5a4sQZ6WxfMI+TTBKme1OU59Lud5hfnSeMRWGhSIX8vI6ekknKdDRFKcXCqQVq8v/D2FEjQLASWaUmaIvEzt7GnqTESppqyWgmsD6nLc6xwY5DYicR/UnaZK2+xfzWI8TG0EjJO640k2qq1XpiazZORH+uOEY8MuJ7qkqY6XZ317l8+WUef/x5IVuqpJwiZT+ncbxZkpGnWYOyitpC+VhLZrV6raaBXcPMwlZIGAVkac5wc0/6NWFA2BJliXvZfb+bq6pAuR6j8S5JMmF+fsVOFonyreM4aFOhbMG7xvmBdJON41DZ9NvzA/wgpNufY+HkAu2+4O4c5TJ3os9oW5pJca/F177yec6f/zBe4HP1yptHqekuHkjRlg+kbhhjfu5OvyBF+xJjRA02itJG9w2gyDOKPKMsZdhhbvEEvmU/Ur7frKM2ZeEq9WBEzdMwG81IZwllKWvJ85TXXvuidfZHOliOvMb+iT7f/xPfz+d+9l8yHg7odPq0rWpFXf/0rHimsXy/cSduJOj3NocN7tho06hj6EqGAeqprlpXq2bcGg8mXL9ymZ2ddSaTAWWR3Z4NHYM9+/3P8v1PXGQ2TvjKL36FxVOLRO2IqqyayL6BRAU+J06foDPfbd730umlZry15jzOZkJYtPHuJnEnon9iDmwpJp2m6LLi7FNnibvx++k/HMnqhi2Ic4y7ltJwmkpTbFOePz/wac8JzWOW5JRlRTKaEbaEljHuxCilyNOC9UvrlLmQkveXeqw8vGwxz9IY9TzL1TvXRmvD5//+5/noH/go8yt37IP9ns0YQ1kVzXNRZ2pvffurTKd7fPTjL1KWJaaStXixkqY9WMUMjTGWsIfUIolyCYY8t+nRKKVo9Vss9rpUWpPkObPhDGPs5N/CPPPtexM03VenW0d/tSOtqoLpdEir1WsiXvlAXDzlNxI+9e/WZNXKVbjKw/cCLj73LCfOnJBai8VPlnnZzOb7kTirq1d/l+3t65x/7Dnm51eOItdzt3Ttrk+C44g8SBDEOOSkqXRqs3SK54dNSUWgbvMo5VK5rq2LSt3Q87xGL6oqSjxPSdPFznaPdkbMJmPKIidudcF1hX/Y1quOaEdeY+T7PPL4GXw/JElGpOkMZ+w2si/tXhtjZMxZa9FTM1qioBpiBVAWpeXa8IQ7wka5IGmtrqTZUlWa0faI8XCP6XRoVaRHtrxyb9am92syUq3on+gR+T4fe/JxvvD/fIGprVsmk0QwxnlBu9fGcR1bD7SohLxguDVk/dINgkhI2+v7uciKBkRf1wEd5ZJPUiaDCXEn4uSjJxnc2sXzfJSrOK4YsKoqNt7dYPHUYgPtC1thM+gg12ibtQSWwY5mQGlvayjaaAcajbPhlLAdNarNNZa3fj1llYc73Ta9WH729V/+Os98+pljWuV+87zOFo3RLJ14mPPnn+e5H/ow1799nY0rm3Zy0muurWlT6xLKPhRMoWp0ko3wazn5yPcFew1N1he1I1pWov1edp+dribPU95551V6vUXa7T5JIhCuOgp0HKchOUfX02luEwUDxK0erVaXxdVlXnjxBXkoSyFNSaeZhVkVVGXVzP1n2Ywsm3H58jf4Qz/507z+0vSQ7/no6Ro4lldVocIYgzTWfC+gaFQzZLonijqUJeR5LqPBuoRMPofpeCJDJEaGQ4oiQ+vK1ooVSnm0Wr3mMNvdXa/fc/M+DlNieD9rNMDz5x7hF5YXyK8nTV01mSTkiXCjBk6A1vuYVjlURSn3IFbZGJqRX3nbRTPJpsuKzIpvzmYTZrMRWldNTd4YTZEfl1KulLf6scj1PLm2RtSOmAzGlKWoW+ReblNqwesqXzXETkEcELUjrr15jWQ0I0tT8iIl8COUJ+s/88SZpnHlBR55KpwLD108w5mlRd791pVm4uu4rKpK3vzmN/nsYz9CEFq+iXzf8Qpsr2gcZtSOmtHhhZMLjHfHEp3rmh3QZXFtSdAKJ+ZE/df3BEKWyXNZSzud6HZZ6fd5+KmH+Pn/42+xu3m82oWuhZwaYzh79hl+4MV/j4+8+BE+8cxF1l8Y8Mv//De59sY1qrIijALRaYz8JhCIO5GMCfsecSeW+9zWdP3Alyk1VTts+T9r/bX2nES494VP97BWVSVXr77O5uYVi2AIcV2P2WyIMaI9D65VC1VNCgCW3V1rfD9gYWGFE2dOcOaJM8RR2DA3Kd8jT0dM9yR9zZOc3mJP0oNKakij8S6La4usrJ+5n0u7zRwLIcmLjMAPieMek8mASpdUumzIWvI8sBzBNjKyeNPaqZTllLLIqbQgOuqmme+HVqLeJwhiiiJlOh2yu7Nuo2jnqOWFI9sszZhrtRo5ca0rWt1W0zCb7k0bOJBMrEmZobCQLz/08azwny6rJu10XUeyHlfb/Zdoazodo21DqdXq2QdHMx4Pmr2932YMGAztMGzo+M5/+DFe+81vMRlM6Mx3cBw7ogxNBFRVmtl4Bna8NYgCktGMsiqoqoIciJQiarcaLGwYhw1fcFWUrJ1fox2GbFzZvG2S8zisKDLefvsVfvzkTxLG0vSsiqrh8JgMJszGCVE7QpcVXug3DbfTj58mnSTkaYHjypQZQBDJVGin35GpLCtSKSrIDrFFsJycmyMOAlbOrnLz5uX3M55/aKuRU/Vz9IM/+uM8/amnLRe1wxMnT3Hp6bO888o7MsjjS2+p1WuL/JU2RJ2YwLLbtbox7X6LqBMThUEzdVbz5VbaNHpofugTR6EgRd5DXuq+Ot0kmXDt2hsYY9jb26DVkk6tMYbpdMT8/Ip1vOA6Ctfz0LqkLGV0VuuSKJxncW2JPCt486vfZvfWQCaWWiG61Ky/vc7Wu5vkec7a+dO07RgniNPPshmdfpvf91O/j5//u3/tfi6vsSCI6XTmmc3GVLrCMZogEAIez/MpilzUMNIxs2lE3Orh+yEtK8vueSLuqLWWzrDrcOLMCQGul6XIr+9NpLuqDdW45N//z36KX/hbP8dgb8OOBJdHGRo4su1tDvjZz/0aP/nHfoR/3I157YuvNTCxLMm4deUmRZazeGqJqCPrMhr82GN+ZR4/9HFchzypJ6BKxrvjfVhPaknQhwKsFwIkF11oHrsoD8o3f/srDXJjd/fmfV9jzf+xN5sRKMXuZMKPv/gZ2nMdvvpLv8NoS0QrG4yycgnisBk0EHxmxtmnzqIv6ibNLC0Pged71nELauDSNy6RTFJOP3GGFx4/z++ur/Pqb3/NHsL3fXmNlWXOZDLgqacepR+3iHstXvvCq2ARB47jkE4SNq5sEnVi5pfnafVbxJ0I13WaZlgQBwcEZ+1Ic6ORl7J7a5fh1pCF1QXac23OPLbG2vw80yzj4tOP4nkBu7u3jmWNMrwToJRHr7fIc8/9fh770KMUWcF0b8rVnR081+Xyy5fZ2bpJp7MgmXK/zdyJPn4kJDihbaK5rox+60ooSpNK0+t1hOpRa4ZJwmg0uW2YJ81yNkcjsvd4Lu9zI22fcSjPU/I8FdCxTY8nkz2KIhddMz/C94MmDff9gKKAyXSPm++so3VJkWdNxFE3KkY7Ul80RrCiyhKy7OP0NGsXTvOhhx++v0s7YHMrczz54ed45Xe+LKxiVYnvBw3Tmef5aG2xkEWGV8jpr5RHy4K1HdcliKRu5AeepDqW7coEvkQMVgb96U88wwsfusg3n36ar3/9X+M4FcpVOL5DUdyb0ej9Wp6n/Pa/+G1+6oc/y5PPPc7uzV1213fwAlmD5/nMxgnB7pjuQteqdhiqal9ksyYF0lqIrcu8bCj/0qkIMuZ5iq5KfK9FUWRUVcHKuRVpKn5VUsU4PhqJ+VHMdRU7u0MROvU9XLfFx569yN7mHl/75a811Iu9pT5RK8J0DI5S9OY6aGMwGOZXF5r7PhnN0No08/wgQwjZTCYPVx9Z5alPPIWvFDsbu2xuvot7jFFubb4fEvkBcRDw6MlVLnUukYzlsAvjfY7k8e4YzxMUQq3+oK2uoRC869ua3yBB1Wh7JAojvmQ/8yvznF9dJStLKyIrn4VS6v0Ijb6nOY6L7wVEcYfz55/nyY89KQxnSvore9Mpw8GYN776Buvrl1leLgFp/k2GU8K8JIhEdbsqSko7ySZ4bQfVjkiLHM8VusfxdEZmJ9BkFNoKqoZZE2jcze47eqG++apK5Hk6nXmLa61I0wlal7iuR2SJTpoRWku75jou4/Gu/TdHJraSCXEsnfPBzhZ5Lk4sakWEsbDfd7sLDAZCDO44NCWJ47BOGPIH/+SPcOWNtxgOt76LXEcpnyhyKYpcIvkiR7kepcpQfhfPUxgDfhg0uME8KyxFpWkUDMqyJEtSft+PfYKlbo/HX7iA93OBICccobw5rmi3qkpe/fqXubK9zUcffZTRZ6b86v/9q1LLjFq0ujGT4YTJYMxsPBMspp1cm4aiaeeHQUMkXTvZMi9IZ1LXzLPMjqEGlFUhuGzH5eS5k5LKViV5lhC3jg+n67qujCcbaAUBST7l9MICn/r0h3n5114WmfasoHNLeCJaPVFw7kQRke+LIrLjkJUF0ywjCETEMvQ9Km2YJlKOSScJyw8t8/DTD/PYqZNkZcGNt26ws3MD5ztUsu+31bC7WuW4H8esnlvlluVpdnxPGmHKJbFZY5EXdOY6TXlImMmqRilEyiX7bGKTvTEArV6L3mKPCw+tcXpB5jUcHELfb8pqx+N0pU+0sHCSRy9eJIiCpkYdRgGV0Wxf32Zz8yp7exs24HOajKzmyo06McaO9dYj7tBC+R5VIWomuecx2h5JDTvJhHTLStbrsmIyvHc/6RgAkJZbsyyYTvdot/tNs0hrIaTWumIyGVhJnnYjfaOUB85+zVRZGrYkmbC5+S6z2QjXVQRBzMMPP0XUjsgSmar5w3/0z/BL//RnSdMpr/zGq5z8g3dVL/k9mzaGp06v8bd//n/g6s4OX/rSN/mF//1nxbl60tF3HEUUtaXMkE0pypyoauPt7qMbPNtFraNBY4yM15YZWZbQbs/x4n/0o3z8sfNsDId8/OPPcu7cB3j99S81r3Fsa9QV6+uX+Mt/8X/lR/70j/ADzzxN/KdDXv6NVxjvjoUroROTpzk3L9/E85XIl7REhl6iXPYp/w4ITUpUUOH5AZSCC82yGUEQ0Z9f4mMvPMVXX34DbTSX336ZXnfxmFYpk5OXX77MjU/vcmZxgXYYkpUlz5w5w0/++Z/g1//Jb3L19Xe59MqbbF3b4swTZzjzxGnAKmvgYDANI1kUBvhKMUkzgfxNUyZ7og34/T/4Ar04Jg4C3tna4su/9EWLRdZ11n48q3QcqrIgyXNO9Lq4bsCnn3uG7QtnuXR1nbe/+bbNYIR+MxnNGG7JmHlN5VljcvelzA2lTa2DOGTl7Eozkfbi9z3PmUXZs1mWkZUlm6ORxc8eTzBkjKEoUi5ceIH51QXGgwme79GeaxO1I66/eZ0v/pPPMxjcZG3tAq7rsru7zq1bb/Pww0/j+yFKybCDoGwK0mnazAYIW5xIyxtjmuZimRcN2sOP/NsGYO5mx4c6RxyvDAu4TaOs3jCZ6JKItSzlYXQdwX16liGspmObTvcYjbbRWtPvnyAMIlrd2OLrKlzlsrS2SBS1BcWQZGxbXfrjtMj3eXRlhbUf/QyDjQG//a+/yGD3FmEYywaWBa7joo2mKDI8z2/mvMsyJ0mqZjLPdZQdkZZDyfcjfuCPf5af+IFP4ilFZQz9Vkyvt9TA794Hy9ihTeuKNJ3yjZd+nYWTCzy+dooXP/gsUeDztS++wvqldfI0bybS8iSnKjNqTSqhuZSHskaeVKVuYFXKV5iZaRqNfiCA8qVTi4Im8D18PwQc8kPy6R7VhPXKMBmMmWYZ2kAcSPQ6SVM+9fgTVP+u4V9PEr71teuCxb4ayoBOGKA8d5/I3TaYWr1Wk+2l05Sbb99EV5pzz5ylFQRWjUCxPRyxvX3jgBM73sZoUebsTqecX1219xuc8ubxPY+Ndzcagho/8AWSWcmeDTb3yPO86b14noeDSxCGTYc/7sa0ei2CKGDp9AlW5+aotMjP1yO0o8m04UU4Lquqik6/Q1UIz8XB7GHj3U1Gox3a7TmCIGI43CbPRcJnff0t5uaWCcMWm1eh3ZPIdjae4Q+lqRi2Qow2NgPTjHZGTYDkuh5xu0Xci1k8tcC5Zx655/t07icw23GcLUQw798Ue9gYc+J+v+i/Yev8t2GNcAzr/LdhjfBvxzr//7TG++p0H9gDe2AP7IHd246/bfrAHtgDe2APrLEHTveBPbAH9sC+h/bA6T6wB/bAHtj30B443Qf2wB7YA/se2gOn+8Ae2AN7YN9De+B0H9gDe2AP7HtoD5zuA3tgD+yBfQ/tgdN9YA/sgT2w76Hd1zFg3w9Nu91HeR5ghIbBES0iVwmPLtTkvw6O5Vmw85j7dNxmn63Mfrv/c/vvB2c6HKd5UaqyYrS3izGassy3j2PCx/N8I3wRLnHcprPQZbHXxbVrEdUIIfYeJymBpwh8H4fbZ9eF0L3+mJzm37/T6td1oGGrN8Zw/eothsNtqqq872wpcdw23d48eZY3/MD95Tlc+z4dx2mkqW/73nEwgLJCgfrAWis7Bg6gLAMZ9ZpqykAj6qvYzyTwRObo5W98477vpesq4/sBrVavuQ+NZYqrP+/9DZJv6slSY27nHd8naD943T7JvNEig17fx2kytQKKtZoKlGVxTPdrYLrdBaJ2uL82+1ziOMIh4br7+3eHe7AWfnTqN/udD6AxaGOoLJl9/cyWZYXDvnxOWVRsrF+97+tsd7pmbvFE83bAwXGdxjf0O22UvTfNgWdI2/2ot/Lg2p07XG+/asj76+e8trKsQBuuvXP5rmu8r0633e7z+1/8U5a6UBh8Flbniawgn+M6Vi/LRWsRLWx1RVXT8xVBFOJ6rvCuWqaf6d5ESFOKkqrSzZz7Qa5WY0SDyw99qqLkS7/8K2xtXeOdd145lrFApXzOn3+eTmeex554ho/+gY/yw594vtFG2plMmg1NcnmPnlL4Slm2JU2lNb7nESiFNgZfKbKyoNJy46ZF0TiprCwpq4pSVzg4tMOQThTxi//qN/mr//l/ehxLJIo6fPITP8HqI6v4gY+rXB5/4XHCVohnhQmjMGCu1WocY73OuVaLUmtCz2M4mzVfe0pRVhV5VZHmOe0wpNSaoiwp7ax+ZTkI0rxgrt3m/MoKAOeWl+/7XirlcfHix3n6g9/XOJGyqBpdNy/wbqMydC3Paq0eYeyDF8RhQ+tZq8XeHjSY+ovmXh4N9rh27Q329jZJ0ylVVbK9ff1Y7tc47vBjf+SnOfXYKfzAF3WESFQv4m6L3lwHz96HWmv5u95P17VcDQ6lpXj0lGqIvOtDNStLkjxvdNeMFvKm2Uikj6pSUxUle1tD/pe/9jP3fZ1ziyf4s//lfydS6soF18HzRNF3fmWeTz7xOABFVZEVRRPklAf2V7kOla4DCIj8gEprPEv2vjedUmhNXhTM8pysLPFcl6wU4YKirIQAxxj+xA9+9q5rvM+EN07DRuQ4Ittds2jJqePgeg5eIJyrtQyGF3hCCdfv0A5DNkNfZD8KWYSjXIwVdsxmGXjKUrmJQmeZl418dFVqoqhtyVKOx0R+KBZ6ONchGScMZzNRCPC825xlWgjpi1OW1sHKQymq2LK5ruM2MkZlVVqnm1NWunFS5sCDoFwXTymh3vOOh7PIVS5Lp5dYWF1gb3OPuBNJpGJ1tOr3kZclruPQi2OU65KVBbNMCGqMMfTimLyqUI5DWhTkVcUsy6i0JvR9XPu5LHY7zLKcqzs7pEXBbJowmyYNfeJxmGQqPZSn0NV+FF7L65hsX3NL+e5+dGhMc18DDclP7bgdG/3rUuM4NFGRqGsIRaLQm7bx/cjKNB0f4Y0x4vBMpZvovKq0pRGtSGYpfhRItG0JfGqCqso6XYCyLEEbXE/dxqlbVhWzaUKeieRPkRYNv7LQQe7/yZNjkl6qKWUt8ZCjHZxAfE6vLVzctSZjepvTrfBchXJdKg3KdW7jN97PzOSwKeyhVOqKqg6elMJSO5FnxW1K0ndTJ+3KAAAgAElEQVSy+/rE1pWCejMcV6JSkV0WQTfXU02k5Ie+nLadCD8MaAUBvTimmKuY5UIGnM06hGWJLjWlJcBGG3Hq9mHRWkt6Y7+uhS+Py+pUKY5EWHKyNyEpCoI8p9KavCzJyoI0Lyi13OgOTuM4XZt2SxrmE/oeuSV7riMOQDbVSCRY/57rupS6YpwIYbTjHg8Pq+d7LD+0LMxKjoOuDEoJfaPyXHwlUXqpKwxeExF4rrJ/WzlrX7hnAZjVoqXQjWNJRY0h8Dy0gcDzeGR5mZfffRcv8JkMJtwY7BJ6x7OXjuMQWsWPOqJtJMIPfK6O6+D5EjUpe+ArJdmasfddHfnWkjaVjXgPOnMAY9Pvmlc68EOSA7zSx2F19ca1IqJ5VhD7HrqSdF/5FeSFRAKIgGZNYC6aY9a5WofmasPMyUTR2b7vdJqSzjKRXtcGV4kAZv3ZgujhHVRauN+mK4OLpir3fUMQBfRjyby01mRlgacUynXQBkxhGqkmYwx4Hq4SB50WeZN5wsEgST6PwFPk5T5rWpHl+wfzPexQTtdxnB8zxvzie11nTC3jAa7al+fW2uAaOSGVEp2pWghO+QpHuSjlklcVu1OhZPSVR+lVxJ2IytLM5ZmL8jyUJw9CkZdSj3Lkoa5vaM/zj1XoT2uJBvwgbNKocZKIw9SarfH4tgctDgJcWxOLbFrW1HQdB89V1vFWQImvVHONclyiwCcrSkt/6ZCXFUWViTryMT2srtWw82OfM0+cQVdCy+hZkVCHispTRH5AXlakbkFlRCHAVxI5lFVFUVXM8pzSpmWV0UyzjMF0xsm5OQJbdhlMJuRVxTTLyDLRYBtsDBhsDFi/tH48a3RdwkhKQsam/k39uajsIeNZ9VhFZaNAz/esYyrFqdqH0rPlLcd18O1Bkc0y69zKRrxRl/sPsfJ8fP/4lDHE9oMU15b4QFSo06mRurw2eL6iyMsmUtOVtuuxfQh7kDjuft23DrAqG0W7rotGk82yhtTbD4UvezaaMRvOjmeFxlBVFY6rbusJzS/PsdjpcGtvr+k/BEpR2ki30BrXUnxWRoMt5R20tMhxcJhmWfMn9H2U66Bcl9F0JllBpRvB1XvZYSPdP+84zi8bY9J7XVTzk1al3Lim0vKAuqXUca3cdiNJbQvwVVGROwW55V+tZU50WVGWlTQhKgMH6sEgm++4Vm/MLthUulGSPU5zLdt/2AoJ4qCJSOuTMLN1yqKqbDQnhNeerY9pYwh9v4l+K7smURotifxAVJOtY8582cyiLJlmmTjevGyi4vu+Plu66S50G2VXQFLUA9F4oBSO5zX16br+rFyXqS0jTLKUwWgixOWBZyVbKobBjKKq8JVic2eA8j0WupI9tOfatOfabLyzwXR0OGXno5tt9tWf5YGoxXUdlOeKw1Vu44jkoKSJAKtSZLtd2Xj80LcRc2VJr0Vjy3EkIJHXANf1LPF2Jv0ODhkkOM5Dd/2ZMVfv9iPR+iqkYea6FGmB9jWujWZDI+U4ozVlYRqF2yKtMJYD92DzsCwk+6wqeT5rlYY6g62jaByRvDG2BHNcmZmsUYO/f2Aoz2W51yMKAjq2dzBKE5Qb4jlynevUAb5GG8iKHN/zUI6z39C1z2FhgwiDOO76mVeeQufafg6iVn4vO6zT/QfAv3Qc538EJgDGmC9892VOk3pLTUhOH6XlJDXNv2uU79kUQJQEyqJs1BBqxdXMyroc7Ph7gUQTdaTcdI0PnLyuqxoi9OOwWgTPwRVW+VZE5ItO2yzLKaqqcbiu3bzID1CudON9JSl4WhRShDeGqa2D+krJxtouvuOI+mhsI+RxmjTvQynVRC333ayz8AIPrTXptMALfHRZESu3kaGuyyfTacYszxnujZmf7+ErxXA6Y7g9FDVh2wSNOzF+5GO0afa732kzHkykPFRWfOCRsyRFwaX1m+LYiuMivhYS9arUjcN1HHGeruOiK4u8sI6i7k0Ys3/feb7XSLMbrXGVQlcVhT0sVXWg9FWVTXajlGd19SqOqAT8l+zfjwNzwMvAB4AEeOFOv6C19EZwnOYQ8SNROPECv+mthK2Qwkqo1/sFdXDj4gcS4dcHVelWmMxQWvkdXVYUVUHkRk1D0XEdEfBMcgorOnBcZrRuSgy4LlEn5tT8PJ4rZRA/DNHGyPNZ6dt6JFXT6zTkRSGO90AWWWiNcl2Raap8W8+V6NhxQJe6qcsX+f0RplwCvsD+phr7/XeZ4zo4Zl/WwlQCH9FW0kJXko57gYerb284GFvbqiqN67oSXWlDlma2iVM2EVeRl+LIkVPZcV2UZ3AcH9dVjdTPcZjrKjqdPmErJu7EdBe6tAKRaK71nxwHYtsECmyqruzDpVyXwNa7AELfuy3ScQ9Ew/JaNSRHN8459H3ac+2mcXkcpnxFmZeUuThcYwx+FEq0i5Q5yiohKwvGgwnJOCGbZWxc2SCdpo3kSTpLCeOQpbVFXOXsR35aMh/HgXa/zWBjwNaNba7P9Xj6tEjibF3bYuHkwrGszxhjVajFwTjKbfbEdV0RCdUGV9loV7k4ym1qn9oiHJTnSmagtVXMKJvXUMoFPHzbtCoLbX/mEEUdoqjNZDLAO2zj15g/CYDj/CrwKYypcBwP+JW7/orWEoVbFIrne02TO4gDOvMdUS6OQqqWIG7qXozyFK5Xi8d61KApJ/ClL2H7KHmSU+a2i58VFFmBrqREo91KPktzZ0jk/TCBbh0MvFw6cx0W2m2U6zJJU1xHtNo6UURaFE2pQLkuobffGHXt9zVayHUcqu9oZNeNNGOkhFTkBabSDDb2pNl/DzuUZzLG/KX3vkocTS3VUp+ojnKbVK3VaxG2QpRSKM+Vmq/Zx3GWaW5LED5FLugF11OEtnmRJVkDyfB8RdSOxCkUJa5NAY0xxHFHasrHZK6rmF9c4fyHz7N2YY0zD1sJFETccJbnFJVCOS6+5xF6nijNHoho8rIi9D3KSpPkBamVNqk/C2MbTHHgow226QS9KLb6cS5FJRLSx2FVWdGZa1NkOa5S9Jf6DVzMcRwGm3u059pks4zh9pDJYEIQBbT7bS5/6TKjnRHD3V22tq6hdYXn+aysnGNhZZG4F3P+w+cpsoLJYMIAeOlzX2XrxhZFkfGLsxFh2GLt3MN88sc/1dQSj8OUErgivmpgTbXzdS1UqMgKaaYFHp7nWQXoqikdpBYi5biOSHgr1ZRQXBtNtnst8qxgtD0iS+RB788v0u3O8eabL5GmRy6hRMCP4jivAE/b7+9oBprav+d7tiQW4ipxpqbSFKZgAsy32w0MKvdUk4G6yiWw0d/BdokxAhub2FJb/Zn0FnsUecHmuxsAhK2IVr88vkZa3dBE0CNaa37jH/wGGx/d4DPf9yFW+v2m3CWRrkTc7TBs4HDKdVns9TDGkBYF2oDvOgS+T+w4BPX9oDXlpCLLU6ajKe1em26vTZJmnHxktcnC72aHbaT9IPBXkI39e0BhjPkbd3xBXzX6Ua69+RxbqPcDQTDYF7WflbHY3f26LBbXJ1GwKOSGrZBWN2a8K1FEaaWPq6JsoC/K1oI78x3izXuLw/1eTCmP7nyHtQtrnH5olcVOVxp4Spxsz3bvA89rsLfSJKtui2CVG5NbWNkokbKBZ5tQ7VAin2mWMU4zcgu3qrQm8BS9SCBa6jCRruMsY8zmHeuBd6sDOqK2nExSgk5AMknoLfUOREAueZIz3NxjOpqxtLbE/Mo83ZYI+A029njnlbdZX39LSiXKYzIZ4DgOC6ceY/mhZaqi5NIb19jb2uPy66+zO7hFVRbsDTcpy4Kr105y/vkLtLqt97dRh7AG9O9KOaHuN7jKwhxtBmK01GnrzE1qtFKWyJKM8WBEUeaiIeYoceaeIurENghx91/blo1q5zw3t8z29vWjvvU/BvwF4D8BrgA/efc1QmAhYUEc0OqJBp3y3OaZATloi6qktIgLz3XR1uHWzVHRePMorNPSWpMUBcl4Jp9RpS3mPiAIfaJWRFlIuSLuxLfVze+3uWq/DIkxbF3bYjIYM94d8+KLnyT0PaZZRlkJwghoyn2hJ4gqbTSZRbD0oogoCPBsMOTZnoVTlg2MU3mKThwxzTKKrCDutvZLnnexw+bgfx34YeAfAf8T8DvAdztdx0FZ3fsaNuGHktKUZdVAVxxHBPAEx1faWpjbpCpeEBFEctNPhzOwH4Ljyk1ijKG0ThpoJmt0WVGVUpoIw/iQSzu6Kc9jfnWBixfOstDpYIyxqAtfGmmu3JgizldS6qqBj8VB0Ezt1GltDSwH8D2vgeGAdE4nqaQrB0/oUZI2ZYtD2J9C9vA7MxZjf/ZdVg8DOK58XYuA1qJ/ValJJiKvfuLMCR595DSdKOLd7W3eff0qt965xfUrb6OUTxAIprndnmPt/Gkef/4Cz559iC+9/Drf+tJrbG5eldp1q8t4tNvUxsbjHa69eY0P/eCHDr85R7C6Nm+MkWlB5ezjyh2H6d6EPM9xXUVsnacfWJie/dyLvGS8N2Y6G5LnaROx+n5Iq9VlQa0Sd2LytCCZpBS24XQQv76wcPLosuRyWP7Zw61T0e63Jer2lJQZPLnHdKUpbJTueaJiXBalhdP5+3Vdx2mgUnWgkJclWSZlBXk2XYIaYuZKIz1sRw1+11Uu8TEfoHXN2A99nvjoE7z7rSt85f/9LboLXZ546hHKqsJTqolu68GdyPdxgcyuvRUEtMOw6avkVtE4LYrm+SzzAl1phpMpxYEI/r1KKId1uhnQRR7SCLhjLuS6Dn7giSM1xp6m4hgEY5sJ7Mj3ZNONocg0eSY1wyAKmvRVa6kH1zVcgaBk5GkBFuvZmWuTTuXfPd9r1Ge1PjqCwXGck8aYmwe+//Sdm4UQxgEff/GjfPTRR9mdTtmZTCgrTeQ7ZIVszvZwxHRvSlXKiTjc2mPz6haucplfmWfp9BL9pb4FkQusLCuKpk7meYrSTrjMxomVxk4oy5KoFeEHHkunlw6HXjDmr9u//+RhPw9dVbzy+Vc4+8xZjDHMr86L+mleEMYhQegzt9xnod3htVfe4m//1b/LtXe/Tb9/gtFom6tXf5eFhVUeeugiQSBqsZ/5o59hYbHPcq9HZjOUW7feZmf7Bt3eAnHcY3nlLB/55A+xcnaZvc0h19+8Sn+pf9i3DRx+L5Xy6XbncFyXMi+lfFUWGFMxm425fv1NafoqRbs9R7e7QKczh+9HLKzO44cBZV4yHu+S5wmO47Cy8jBR1LKlGMGhK+Xieop0mpJ5SsoV1uG6rkN/aY5Wp82Xv3ykZR7awjDmxJkTuK7LbJwwHc2kRhvJYJIf+OSJQLx6iz2UhbbV71EpqevW2N0iLZoDSmre0lBOxgnJeEae5gcGTaoG+xx1YsL4+IaWHAemQ3FNSrl85Idf4MLz57n6u9f4tZ/7FV4/d4qzTz3MyUdPAeKv6hp9EAd4rqLSmr2tIYONAekspSoqspkcRDJTENM/0afVazWRdR29F2mxj/O+hx0aMgb8E+Ac8EvAX7zrqut0zYKEJQR3UUaRpwXKyzEWtAzYOlrVjPRqrZvo+CAfQZEXzEYJ0+Gk6Sp35gVeVHM6CLa0xkAeucH0juM4fwv4L4zoYf9l4NN3ujCIAs6vrlJqmRiT09OlKEt2JmOuX90gmSQ2pZPue1UKZObSN99EKZ/55QUuPH+e/ok5wjig6rYo81I6x7YxkYxn7G0Nef1Lr5OmUzq9Puc/fL5Bc0z2pg1G9H5bnubcunaDxz78KEHoE4T7aBDle/TbLULfJ8lzXvrcS7S6LT79B36ItfNr/PrPf56FhVWWTq6wt7XH0598iqXTS5w4MU+lNZujEY7j0Jnv8MzzH+Pdb7/F+WeeZPfWgMHOFrsbOwAsri2iTcXg1uCob/9Qe6mUQvkeWZKRzRKKMicIIkDhKZ+lpdPSwC1zqrIgScYS9cYGo+ea3oKy+OwgCCmKnCSZ4E9CXFfRanXww4AgDsT5KhflWd4JZ7904UeHRNs4zq8D33nSCsmDMT9wp19RnkfUDpkOZySTpGlIx93Wfm/ETn9mSY4f+DgulkNFSoauPSyKtKDIcqJOLHhlm2jdeucWiQ0O/FAi5Lph7luERF0bPtwy775Oc5d1Djb2WH5omSzJmoyi3Wlx9pmzTAZjbl3Z4N3Xr9LqtVGeSxAJ3HMyGDdY4r2tPTaubHDtzWtMRkMii+N2XZeVcyts39hm+8Y2px47hecpwlYoZYlKmoUg2c+97LCNtC8DH36v6+pUJE9zgiigqnQTditbPkgmCZntnHq+kqGHJG+iYYGVxRbFUDHaHpGME0Y7IyZ7E4qsaHgc0mkqJ5TvNX+kPOERBkcuL3wVeA34nOM4P3WvC8PQZ6nTYWcyJskL28k0DNMpw+GEZCLTYt35ThO1d+Y7LJxckOGJa1ts39ygfalNVWp6iz1b99YUeUkySdh4Z4PdW7tsXd+kqgqW106y/NAyC6vzcgNbaNKRmsGO8xUka6l4jwe1LEuybEaRl/J/aWOJiyRFXeh02B6Pufr2Df7In/tDnDtxgtD3qLRh6fQJdm/ukoxn+GHAQ4+tsdLvszMZk5Wy334U0O+0+OBnn+XkIyfZ29yTlH66x6VLX2N1+xFOj8/juh7JJLnTW7yXHWovlfJwlUsynVHpEt8PiduS/katmPmlZfJUnOhkMqAoUqrKNnJDycxc12Fu7gRlWZCmE6bTIVVVUJYlk8mANJ3SanXp95c5e/Zp4k4kQYKtB4LFlB628WvMZ4/6YQgKgwa+V6NH4m6LqB01z6g4yhwcR5pDC9IXqSPybJbZAyojbIU4NvU2WuCdZVmRTlMpmc0ykumMuRPztOfa9P1+0+g+3DKPtk6jDbs3d3jy+57k1ju3yA28/a0rJJOEwa1dok5Mqxuzvb7DcHtIu9eyJRHFaGdEOs2YjWfcvHyTIs3R2nDm/FlOnluld6Jvh2VcRrtSI16/tE4Yh8TdmJWzwg/iHcBy38vu6XQPnDYr9s+bCD5wyxhz8Tuv15WWxsp0DOx3TIMgxg992r39Tvvpx08LttES22gtDjkZzxhs7AlxxnTGdLqHp3z5gJTH0skVAXfnBcPtIUEU0J3vEHfFUeepOPAgPHoaY4z5O47jfBP4x8Dpu13n2ZptVtoDxXEZzmYMtvcYDyZ05zvMRgnvvHaF17/0Ohs33+X69TdJkgkXLryA47j0+0sMbg6aaP7EmRNNpLF1dZOv/tpvyWfnh+wNN3nppc9RljkrK+eYm1vm8aef5QOfefaoS3wd+DvAexKOJMmY0WibIAqkZJQXdBe6rLTaLHU6xEHAQrvNxVOnSIqCoiyZZXlT8+oudglbIU8++jDLvR5pkTPNMhwcRpUgM5a6PRY+0OHt5TlW5ufYnU5486vf5sv/8otcu/YGN29e5rnn/h3S6T1ncu5oh9lL1yJrqqogCGI8T5HOEpLZmK2ta1x59zU8L6Dd7tPvLxFHHVzXQ2vLJWAPvc58Fy94mMHOFlVV4PsRvhfY/0PZ5prDYLDJ1lZCHHdYWjmJU0kv4zhhfyCIBWMMg1sD1q++zXC0RRS2cS3WejIZUBY52mi0rvD9kG5nnoXFU5w6dwY/8klGCTeuXGE43GI43Grq7lVV4ODQ6c7juh5hENHrLVGUOdPpHjs7IYuLa7iuS2+xd6xrjbst1s6soJTL1vUtrn/7Or/8T/8h16+/yXi8K4dq1GE2+XGqqmTl9FqDyLn8yht8+62XGvKhIAj58Id+iNloJs2y+Q7P//DznDgjxGHvvHZFEDpbe7T7bYHdhb5t3k3uvR/3+mF92jiO8y+Ajxljxo7jdJAb+busKku2tq4Thi0cxxWWH+WT5wlJMmZ3+xauq6TRFAe0ujF+KDdnmRc2ykvZWr8lN3ZV4CmfdmeOdr9NEAfMLc+h7YmaTjN5nX67AdoLvleaeUe0/8au+RuO4/wI8GfudmGpNXuzme2EViRFQW4HNnRZsXVtixuX1tm8skFRFPh+SK+3SKczT6+7yNb2dUmv57oEoU/ciTm1ME+pNfXAa11CCKM2Z3qPCymOq+h25hmNd7l59QbPOh886hpfABQS6dZ2x0aa5/mEYYtWt9XM4ivHtSgNYUuroUVJLs409H3aYSjEIGVJHASs9Pskec4oSfFcF2X3O7BQOtdxeGR1BU+5LHY6zH1/G11pHn7nUb71tZcs5PDID+rh9rLBZUrnOssyLl36Glk2I88Sut0Fut0F4rhLu90nCCKqqmy64/XQhsAkXXq9ebI0pdXtSAnBdQlCX9jJlEtnvst0NCVLUqnEuY5FMhx1ec37fxpYA64BVzHmLk+7JX5Z7LGz0cJxFJWucJVkhsr1KMjI84Q8z8AMmUwGZHnK4upyM/Y7HG6xs32D0WgHx3XxPB/XcfGDiCCI6XTm5R6f7wm/w7hDmgrLWDKe3UZMdb/NcR2W1hbpxzHTxR5aG/pLfYr8D/H2a9/mV37lZ/G8gCjusHRyhY3rN/BDn0c+8Ajf+q1vkWZTWq0es9kIgKqqePPbv4NSHo4lpLp5+SaPPPuIZJtRQNyJmY1mpFNpKG9f32bj3Y33zFoOW9M9idRzXwHOIsMS32Vaa9J0Shi2mF88QXuuDcYw3BoymQwpCmlU6Kpk50Yf98wJok5MEAUk46SpaYZhi6oswI/wfKmFfWft0gt8AgtOrwcpilwabF4gWMSjmDHm15zbb+K/ebdrHQTKNbOIg6KSAQIZgQy48dYNZsMZaxfWeOxDjwk+c2fUjEsObp3G9VzCKGB+dYH+kjSXDIasKOgt9Xn8Q89I+tKJ6S32eM48j6skWhjc2uXGpfWmhnQEuwL8KoeIdD3PZ2FhVUY6LXyvrJnBXLdhWCqrqiGkiXyfVhA0rGCeUnZiTYhv0iJvCEIcxyHwFJU2DUj9keVlTnS7fPCTz7D9+Gn6S30uv3y5GQs/rB16LxtoYkVR5AyHmwCsrJwjjmVwwfMCqqpAKZ+ytMgD5TWTgErJpJbWQk1abctnpXyBjB0cuFC+ojvfoWORBEbr9z9R6Dh/EziFPJf/LfDfAz92p0u11jgugs8No+ZAbbf7FEVGmo6pqpKqKimKlKLICIKYbneej7z4EaJ2xHRvytb6LUYjqbcnyRilfMIwtq81R6vVJQxDsjSnKiparQ6dXl/gY7a/cZymPA9tDHOtFs4yLHa6rJ09ydatZ7l06essLz/M0tJptm9uMLewxNOffJpHn3iIjXc32N3cYnFxDa0rJuNd0mzGjRvfJs9TyrIgCCJu3rzMG2+c5eLFj3P+uceYjRK01lz6xiUWTy7QXeiydn6N6d69MdeHvZv/NPDXHMc5C1wF/uM7XeQ4DnHUwfdDkumMZDpDKY/hcIs8T1k9dZaqqEiSSUMtF7ZC5k7MEUQ+eZKj6i5vkhF3YhZPLnD9rRtcf/dtAFYGAjUVrt4F6Q77CmNsdKhkvLTGRB7WnCPcxK7jUJRl8zAZQzPdU+QFUSfm8bOrnHxklX5fptVKS/xy9a3rBFFANksJWxG9xR6tfotWGKCNgNOXTi0K5s8eSO25NlE7wlSateUlkodWOfXYmkwKHS1dewk5NM8e+LffuNOFnhdy6pEzBJGQEx2sxSV5hmeHM0pLUlNbWVVEQdBA4uZaLbKy5PruLtMsa2BHIINddSPy2tvreMqlrARW15vvcvHjF7n59k3i7tHq84fdS2MkonFwKYqMLJtx7twHiON2g1+VSUiF1haXqXx8P0T5ngz9+B5euI+/7S/1SaepTGgpd59ytKhs08WT8fiyamBWZVY001RHsA9izKdwnF/DmH+O4/yFu11YFSW6MnQXuiydXGE8HjAY3CJNp3heIM9jWTTOU+uKKGpxcu0cDz9yCl95DPpTTp07Q1kWtFo9NjevNkxprvIoipTRqGAw2CAIYuJY/MDiwiJxr9VgrXV1OJzu+2mk1SWP5V6PyPeFcyGKcByHP/EzP4Mf+YRxyPaNbXSlefzJc8y125x85CSvfeXrrD68xp/6gz/Dq198lctvvMbe3ia3br3NeLyL47hEUZvRaBvXc/mdX/ktut0FHvvQeT7ykRdo9dsYbbj25v/H3psHaZZed5nPe/dvX3Kvvaqrq5fqTS11a7Fk0baMxwbGBgZsyxiBB8MQA8EMzEAwBgw4iCFYA/BgMATG8mADNmawx1iNZcsaSdba6kUtqVtd1d21ZOWe3/59d3/nj/Pem1lSZVVmu1sxE9SJKFVW62ZW3e/e+97znvM7z+/aHRO+wzbSvqiU+iHkRu4Ba7c6zvVcVk6cZWdrnSxLqVQadFe6LJ5aLKHJ09GUJErYurZFmqTlRFM0jXBMJmDZFoOtAUmUEEcJZy6e4YF33l/+PXEYl5zO/RNc5mLJaKZ75Im0x7TW71NK/abW+pfVbW5i27ZxHYc4y/BsGzvwObUwL9ngsYx7zp8sRwjX1reJJiGzcWhm2jPai22RnTQqBK5HsxLg2kYrqGBy+hjKluGD6XDKcEfkZ4VEpVav0mrVy5ryEeLM1/35wCfdr3icffisQTpaRjM9YdssmraSbX/F85hvNMh1XvIYAtfFd12SNOXF69fLHcGxdpuK59GfTgmThDCOmcUxu6Mx4SRkZ3fI8kKX3dFY7o844c/8lQ8xjWL+xT/50aOc56Gupdbygg5qVZhIhttoN8p7CkTypG1R21RUlSzLynHaYggoS2zDL5AXZDyLyTJxELBNc1dnwhspJioLOVYBgXkDU3frKPXXgA5KfQhYPejANEnLmvxj3/YYD7//YS4/d1k+8xvbWJZFtdqgWm0RVCsEtYD2YpvuShffMexrx2Hl3DLzJ+Zx3Pdw/eXrbN1YZzodCW40TXBdj1Zrnoe+9WGqjWo5zVapV7BsMR2IjKrgTnHURhrIs//CC6/wxNsfpFOrcbzTYWc8xrNtzv2+94fedxMAACAASURBVDOJIm70evzub32CpkGLArzr3Y/gV3xs1+b0uWO0F1s8OX1CIEimZFlv1/ArPtPRjNVXVrGsB1g6u8zccpeq77G+ts10OOPC2y+8OTpdc9N+L1AD/h7wAeAbusJKKYJawLy1QqVRKWEgXkWaMdE0EliN0dPuB9mkcUoSJbi+W27ZZO5fpp8qjSo6z0WxEHhYtkykFa4TlmPLzW6ysvwN3MTK3MTqDjexQsA0BVVfaUWk0/IiFqT5OBOwtbIsLEfqoYsnlji+ssBCoyHTLYW8TikzAy510WqjSqNTp9Gps7O2a8ZS5UHXWjOaTIln8VEnfP66+b0CfBewfNCBWgsnuNo0zh6Ojc4zkiQtM9ZcawLXZaHRIPA8bKWIDeQnzTLW+n2p58XSYPviZ14kT3MaXWmyub4wc3fXdmjOyfhlxXV56NRJBvNzAJzszr0RktqhrqUCkTNioXVFmBJmys+yLOnkI9vy4sWe5/lN95YgBYWm5wWqLHXtuU4Y/rL5fmVbYBpoMmwiNLI3sPX+o8CfBD4NtIA/dtCBSolhQMXoZG3X5p7H7gEgHM/YunbWTORJ9u1X/VKTul+2GdQC/Ko2qgef+RPzTEfTcpGpNWvlJFrBGC6yviyVhvlbJXEEaYwOtgd87eoqjWaNe5aW8F1JZnYnE3rjMZZSrLTbpFlWjt47tk1nqc1sHJYa8tFwgu3KmqJzGfJo1mscX5znwvmT/NZHPkNzrkmnVmMwndLfHDBn2CLR9PYvlsOWF75Xa/1updTHtNYfVkr96VsdpAE3kGmXQg5TLKhpnJqJM+GWFl1xxy3g5pbMsGvNytllqq0a/Y2eTJjZ+yAijs2kPyGJYioNEaHrvADraIOay0ud3hHi0DcxUPpJAbK4AhoZ991PDAvqFRzPpdqs4gUeF0+eKPm6RQYIwlaYRBGzOCZKRTxf830WGk0ajZr8NxRJkjLoTZn0JwLMPspNrPX+Wu5Lpi54y8iNDKiY8MmSlHqnYYZd5FyncVQi72pKUfV9bEPlv9HrcW13lyRLWbu+ye6NXf7V3/u7RNGUbvcYp08/yEPveYT+5oCd1W3SNOO+Jy7Q/I46p+bnaAQ+aSZU/v3li0PGkRYky7HxjWSv0JOC0KIcV7S8eZaDyXqKRUhoenvj7Emc7JV7TDYr9LECdpOVsJziJVoI9JU+5HVU6n9A638GnEPrf3SYb8mNFLGQBhdyRpSSF2DFZzyYEE5CkYnpvXp1MT2Z5jJmn4QJ0TSi1qoTVAPCqShL/IqPZZ752UiYuba7N/a/xxU++hjw19Xnr+oDG4aQRAnXX75Oa6GJ8+ijopYJQ/rTCYHncs/SUjn9WUD0fceh0aiRxCm+4zJXr5PlOZ1arXxWa75fcq5Xez0uPXuZhZML1KsVcq1ZuWdFmrGGI3y7OOyi2zd6x0Ap9X5g91YH5QbH6Lgyouu4zk2cTcuxSMKY2XhGo12ntdiWCRjbkkzBd8lzzWwcUqlXqDaqTE3XczqalhyGohNbzK9bnmI2DkVTOZ4JK/SQtaN98QeBn9ZaD+90oFIK13HIdM4sEljNOAxFg2pshlzfJbIsljpt6kFAzfdpVuT3LNeEScxavy+fjVLUgwBbKUZhSJrl+3CCcLLbJclzZnHEjZ2ecIO1Nm4URzhDpX6MvZJCA7j/oENtx6bRbZSgFsfUMF1bml+h2a1MoojN4ZBpHNOqVPBdly+vrvLK6g3iWcyD95zmlcnrpGnKj3/4nzIdTsjSnC88/QU+8u9/geFwh62taywsnCSOZyycWGCl3aZdrZJkGb/xueeYjo4Mvj7UtdSmkVYyEfZPUMZ756wsBa4tNKkoKUtXRRaYhHEpa9Na4wVeuR0tR4bN/LvOZAEc92XdsF3H+P8d+n79AeCfAT/JAcM7Xx+u71Fr1piORO+cZXmp7immR6uNKs25Jq7nlOPd1VatVJhEaWoA9lkJc28ttlnwXfpbAwZbg5K30l4ULXme5iW4Kk0z45d22NOUOEqvJUszmUxNU4Y7Q57+0pfQWrN6ZR2lFO3FNgrFfSsrzIyNVmo4Cu1qlTTL+KX/8FGCeoW3vfMiALM4puJ5xGlKbzIh8DyOddp88M//Ie5bWUEpxbWdHXYnE2ZhJJSxN4mn+yHgLyP13O/hAJmRdINle180gYCyLlJAUhzHKSc5tNaGy2A6vqYmW9Q/5YOXt7Ply2SLsD3d8udqLQt1kfG+Qb+pNvAzSqkU+FXg/9Ja9299mpo0y0quQmTm0IvpuiwVIXVu5XRrNdo1uXlty6I3mQrBKUlKTavvukRJUr5JXdtmMpjIDVvXhoQEvuPSrFUpzBFlqORI5/hb+76Ogb9y0IG2mQiMo6TM2hzPxXMc80ualwWkPUziEoqyPRoy3Bpw8cF7mKvX+bb3vh3HtphGMdYxRWIGWJ757Y8xm43xvIBKUCeKpuys7TKL47L5OO6NGN1B93iLONq1TASypC1NGiVlxma7e158k/6Y8WBMnqfUg9ZeWciWMe6CrpenGcOdIVmS0VnulKWJ0lpKKVz2Smu2awkG8fBlogFK/SxwAaX+lflvxaDLgRwNv+qzYxpIRamvyLSbc80SVKNzzXBH3lWW2XqD3JPkunS9KDzQLMdm5fRSef5F+QKMmmk8M/0XI6k8ejJ06F5LUaLRubxMAZbbbZbbbcI4pup7nJ5foID5aK0JjWdf1fcJPJd6p8G1l66xdXWzZH74FZ+K59EIxCdwrT/gzMJ8KVMtGsrRNJIhrt+JTrcIrfWmUurXEKnRi1rrjVsfJ//jFMQwwwkotlyOazPuT0jTPXxeOf6bCmVeal1pOZbnBT5JJJlEEqemPuzepPfLkvQmXyKl1MEdooPP8SeAn1BKVZGx59eRh/cbooCO96eSgSWZeGIVc9fVRpVq4JeGi77jlvDk0WzGKAxZ6/VJophWq0F3H1gjcF3yICA0gyJZktGqVMR3zDjtVjwP33NZu7pxm1bYLSNC68/s+6D+MPDvb/15SBYUTULZ/loWnqmPFc6+0zgWRqkR/1tKTP96/RHdlTkeOH6ccRhS832SLMMzY6UVz+Phe8/wob/4Z7nylSusvrLK1176AmkSywhnlrEzHsvNnGTMRkebSDvStczzUm9r2RrL8UtbnWJR0hrCSSScZltUKn7FL4X1496IoCZd8twgIiemJrhYWyxtcrJUm9KEyBqzJC1rvsUo+yHie5Fhj/v4RoDRLSMzJgFJnGJH0sibDKd4gUdzrklrvlVyPq585Spb17ZEqjjfkpH0LCNKhU0x7o+YDmdYjsWywYoqpVg+u8x0OJVjBmP5LNKMyXBaPhcFu+OIcfhei1Jl0gfiZFw1CoZicXQsMVOteG4pV4yShFkc0+uLzdb977wfv+pz+flXWXt1zWBO68wdkz5DpV6h9b7HmUYxGs3WYMh0JFZEw50hvfVbFgLKOGwj7R8AHeAzwA8qpb5ba/3nv/44yRoy/NreDVQwNnUmVPdizl3+nJUXoZAllZpGJ8TxHFbOrpBlGePemMlgYlQA4jlVZMvl3280oTrPj3ITF+f4QYSk1kVkVAeirbQW3maBt5O6dVIa93XqtZJSBIhHmMkIB7MZa7s9Nq5sMLcyJ1vcPC8h6MXb2q/6DHdHYmfNXh1QKbH8qbiGAHW0TPdplPoI8MNoPQH+DAcsuqANjUrIWpZtmYVfPNuy3BhsmqMLex7HFp+tR86dKS27M0PdLxpvlhJk4snzx+kudzhx3wmO33ucJEo4fu9xAGONIs3V0e4dKz43xVGvZUF7s2ynrFk77h7BLZrKMEOtVZPSki+7rDiMSSJR0kz6AwaDbRaWj2PZiiTKmPQnpMt74P0822NwWJaF3gc8L5GndwphSVxFqb//dTX6AyOKQlZfWRWIUiw8hHpHarKVRgVNUaPW3Lh0g2gamVLDXmIjzWkDsYkTbly6QaNTx13qANCqVKh4HpNZWPIZ4jCWWq6BBh12BPjr4tD1+czcb4XrRXFekyhiYBKk1HiiVTyfWRwxmM6Is4xZHKOMakopxdKJBe77rvewPRqxubZDEonywvVc6p06r21tAVIaHGwPzLBWyO6NHbbXtm97QoctL7xTa/0t5ut/rpT61K0Pk8UnSzKUZ+AP5s2aximvfekyrufT6JjtjOdSa9dJk5RwU3Z/qcEH7tzYLY3t6p0GrfkWJy6cYDIQeVEBQy5u/Nj8PYUL6xsYN1wC/orW+tqdDtRQWi+PppKFWY6NZVyKPSPSnkQRudalYeU0jnnu2ZfYWd0R9myzZqDKqZQc0rS0CHn7gxdY7/dZ29hhOAvLbHIWxzi2JRD0qn9UWPsLwE8BH+GAZmgR0mCSTrw4xjpMwwjHtqj7AZ5tMQP8fWxV27LYGAx418X7qAcBSSbTakUZZr7RxFKwMxqzO5lwsttlVq/jeC5pnOJXfFbOLlPz/T0TwDdQB+SQ17JYVLMkNS7HtmyTzRRZkan1t3rEccjq6mVmsyGLi6dpNrtSfjHoR61z8T3LNZVWlaBeIZqE0ovI8z3XCSjr9ZP+hOloyh/5i99Pzff56Z/660c5x19FqRPAEKlhf5QDznc6HfDh/+Pv8O3f8YOcf/w8rufSaAssSueayWBaqkhm4xlnHzlLe6GNUjBLktJi3fEcVs4d4/TFM3zhI5/nuY89zz2PnmPx9BJ0pcfiODbHzi4TRjGDrUHJvc6z/KYs9AjxfwNfBD4BPKu1vmWBv9hlF8+D1pr+yBDHlMXGdg+tNZtXNrEdm0o9KBVPhSt5vVXD9V3WXl0jiWJq736YpVaL0/PzWEoxnM0YzmaMo5Drl2QAKppFxrlGMdgasL22jW3fflk97KLbU0r9IPK2eRcHNNK01iRJUnqkgVl0c004DdFILa/YUhU1oP1ymeKNH9QClKVYe3WduePy5pyNZ2UDwLblrS3IyMRMTZmfe8QJJhP/BHibUuqs+fMxrfW/Peg8i7pQwRxNswzfcw0IWRbfTGvGUYjvuKRZxvZ4zHB7SJ7n+FWfswsL8n3GWbTwR0vznDBJGIUyJDKZhaSei21ZRGlCmlmkuchv7mT3fIt//G+g1NcQBsOBjTSUwjdTRJZtSQnHFgNFsYqX2m5ha+0Ze5NRGHKs02YWx0yNVCxKEhpBQLRvd+DaNqu9Xvl5KiXM3lF/jD03J+PV47C0QjliHPpa5uneZ1jcs2ma4Ri3aQG5xOIMbCa5omjK9nZInmdYlk2rtYDnebh+l1q7VsqkCsBLlqQo5UKelVnf1tYWo90Rj33bY8LxSI58jr+EjDv/MLAB/Cnk2fyGUEoxGu6wfuNKieqMQwHb2GYxnAwnbF3bMv9WZdy3HckATcPQNfr3wrB0e3WH9dc2ZDDIvKiUErpYEiflc13Uv6WufWRp3B9AGmc/gNTpt7XWx77xMG1quWlx0kTTiJ65t6bDKVvXt3juN58FwK8EZWnp9MXTLJ1eYrQ7krHe8YxRb0xvPBH/NDP6DpJQOYkwiauNCo7nyDxBGJNECY12g5p5oR0Uh12d/ijSSPsgQm+6JblJKUWSRORphnYEZhNOQvIsZ9wb4zi+6Bzj3Bj15YbLaSbKHGmQ6VxTbVbpLne4cXmN3bVd4Z1Oo5sgyAWVa79uUmpwezDjI8QvAiPgFLCObGVuveiy58NU86V8MjJbG9/AywspUZgkTFSE1jAcjEsN5O76Lh//7Wc5e98pTna77I4nMlprmnSXrt1gsDXA8ZyyG1o0ItW+LP6I+s4/KSegr6HUfwP8dwcdWJiIFpbcjrkuuRZZnK2kJh8ZxoJtWaRpzjgM6U2mDMwAxDgMcR0h9l+/tsFge0BQDege68rW01ynAjlouzbZ2bzcGhas1iPGoa/l/o8vz/aSBW1cTNI4wXE8XNclz7tMp0PyPCPPUxkV9msyn1/wKcxC6/kurueImiXNUVZmartWKcd7/AOP8+i7L8ozcfQMsIrWn0apv4zWP4JSHzj4UEWWZ4ThWM4rSQ0vQJqF08GU7dUtVi+vMn9snnASliPtO9t9HNc03hxp8PY2ekaCphjtjti9sUNrvmgugrKtPZmouY/2OBNHXnRfAz6FZLz/40G7F218GC0KoYhhY/gabFl0h9tD+v1NXn/9SziOB1ozHO3yzDN1jh+/wOmz9+MGLounFkFrpqMp20hTuXCYmMUxUZzsw9baZRLmV33qnUYpIDgoDttI20UaErcN13fJ0oTe9g71Zos810yGE+IwwnXFumM8HJBlGc1ug3F/jOPtDVCk8V79Lqj6BPUKpy+eZvfGDuuvruEFHktnl8tO8MwIsws9oOvLwpBOwzdycbvIIvRvtdbfp5T6xG0+kNLuo3gTAqR5Rq4dkiwVOIwWlsJ0MmPcnzAdTnnw7feRpCn9HeHkvvLFV2h2G7JFQxqKWZbTXe6wdGZJhN07AyZGYlRKySxLMvyjPKxaf3Xf1wnw8wcdmmc5m1e3WDy1IDVdS7KfqS0ZeaEcKWq0Wmv6E8kMLm9sMOyPicOY5z/2PF/54he5cuXLjEa72LaDbTtlxqiURaPR5b1P/V6UbTHaHXLmPhn1LrIu7+iQlENdSw0lUGe/xXymNTq3mQwnphlcIZrJQlSvt1FKUanVS46us2/6MZ7FuNpFZ3mpghCfOek19Db6TPpjPviXvh/flKF89w1BYC6j1LPAz6DUH0PG8w8ImbwbDXeZjmZl6aPowbz8uZdZX3+Ner3D6YvvIA5jdm5ss3l1k2gWlVCejSub5HlGd6nLyj3HaHTqJHHKdDTjpc9+lfZS56ZrJfDvrIT/VBqVsoZ9hLgHyXT/EPAPlVLXtdYXvvEU9U1NOtt1mAwnBDWfPMlozjV5//se5/f/4HfyiY8/w6d/5ZO8+OInOXnyfh5753uJplImeP/3vZ/F+Q67wxGXn73M0pkl6p06w96oHJQoBACOJ7Cq8WBMnooqJKgFd4T6HLaR9p+11t99p+NEFuYSRVOssWFtZrnYTfte6QiaJCHT4ayso/kVX4AwRuPYWmhJx1NrXN+lvdSR5tUkYjaalnWbKIwNW1f0gQ6QJdZNGcsR4grw/cBMKfWXOaDbDfKwRokB3JjmUjYWtUaeaaqBj7IkCwyjWGj9g4nUjlyxb/ZrAWceOsu4L3zOS89eAsDzXWqtOitnl8U62pYFYTae7U232RZZahjEb5HRX57lJFFcTlspS5Fl4vIROgmObZMlUkdvViql+sKxLYbDMb31XXbXe/yXX/55dnZuEEVT0jSmgMs7jicQccshjmd89flnWFg8DUBvZ4Bf9cUa3TRgjxiHu5ZaQ67Rypijsmc3nufif1bU54oSiBxnzBzTQrUifOhiICgJE1LzzpdGMsRRQjQJGe4MefA9DxK4YldV1PB7kyMaU2r9IZTqovWuqe3+7MGHiuvxLByXW+E4FJudcBJyY/UVXC/g5Pmz+FXZjXqBz2B7wFe++AyO4+H7VdrdeeZPrDB/zDSAM1UOOa2/tkE8i6maZmPxeblGe28hze1y+3/4eBr4svn9byOW87eMgvlcTKRG0whlW2RxyoV7TnKi22Uax7zzWx5l8dQi7776XlbOreBXfNI4oVavstBoSJ+llpFEiew2jTxyv/5WGRh94W6dZZkxcHjz7HqeU0p9j9b6P93uIMu2CYKabDsjaTAFQRW7WGzjDEvZ2LbLztY64VQ6fn7VJwkT2ostOkudPZ2tUmRGpTB3fJ7B1oDZOCyRkPVWfc/+x7bIUpP9pUeEe0t8CMmQfgVpTPyBgw7UWjONYwLXxXNsUiOPK6RHUWKR2TZJljIdTBlsDWRxmmuSmq58nubU2jWB3TRrDHdH4illyGJRGIOliJNUmoMmK7EdXWa7xQN0x1DqH6H1n+NmiMhtIeaofaoMxyacKFoV4+RsWaTGmC/OspI6BpBmOeP+hJc+9zLPfuYTrK29SprGJTBG6wyQRUBsvX00mvWN11GWTbPbKiHZWmt0/oZ014e+llkmhqJF6Fyj870hHKVk92FZxpE6mhGlU3JtOuWGrAfCjV48vlKaheaGKme7DioTZ4MLT1zg4rdclEVL54wmIZ//tc9x+YXLRztDpX4BWESpPSA93PpamgjDCbPxjFpYY7g9ZDqcMNjtkWYpJ5ZOsXx2ubTpcX2XWqvGaLTLbDam01nizP3n8Xy3XFT2+jJVYIOt1W38nSHdlTnSNDXOHPK5aaWMbO7I1/JbgD8OPAiEwGdvdZDW5top2QVKLV0GOfIs50S3W/YT5hsNOCnSzhNzXWzLYhrH2PvGsQPXpTnXJJyGTIZT4UeYxEL4Gw6O5xKHSfmZ6UymZ+/Efz7sovtu4H9SSr2I+KNpfYuH1XZtqs0qtm0RhlMUVrnFyrKMOIxAKVzXI00FIzfaVYx7YxZOLuDXAgPyjrBsG78q9dFihLjWqjIdTogjp5zfV4Z/kMZ7Bpdpmr0RZN59yOCHh9zEPwD8zVsdqBFJU3Hz5Vq2b5hdRTSLyIzcJg4jMqNXtl2bwWRaQk+KmlBQC1g4Po9j5Che4JUWRkVGUtDsLds3TS2xTzkUnUrrP2d+PxqNX8t2Wf7tjszO64TE98pFFijNMvNcXFavf+06n/n407z22gtYloXnBbJAxzOzgO41rgQnGJMkYupYMAlAdk7x0QYHijjUtSzGdMVuRaOUeIAVsiOrbIRlOI7NZDJlOh0AkMSRyWyskp+aZQlbN9ZptjsEtWDvYcwTwjTj3sfP8+jvehTXtnn2My/y+otXuPK1S6yuvmKUYEcKG/ghDnJz/rqQRGjKYLtPvVMnicR7bzjcodWaZ+H0IrYtgxq2Lfxf13OYmzvOxsbrZFlqdLDyUvUqntnSi71Wo9tguDNkd7RNc6FlFmRLhim0RllScnkDvZafBl5BbMLehTSA/8hB56i1+DcX2bZlKSzPMQM8iZEviuzScx3jvq2wLWVcgqNS3jl3fI61y2vlsEghJ1SWU1ryFIMnaSz28kmUlLMHB8Vha7qHelhdz+XEheNce+ma4eRKjXVk6pGO45KmCUo5zC11mTs2R7VZZbQ7ktHhVBpvtXa93CLMxmH5dsmSVMjtSpXW1kUpwXZtVCR1x9l4RlA9MsT8F5Exw81DfCAkYcxwLFm6F3hlnSc3Uq5CyjYdzdC5LMS7a7vEs5hGp85ct8nrl66zc2MHZSnOPnKOPM/pre1y9StXmD+xIKR9S7SDxeKQpVk5Dh1OwtIi5M2O3DRBZxWfPNelIWG1WSGtBmRFE1RZzOKYdrXKLEnYvrHD0ukl/tzf/WtsXdti88oGlUaVSX/Ca1++RJLEeG7AcLTDs89+lDAck6YxgV9jZeUcc8fmqDQqRhssnfA7TfjcIg51LTWiXihqs3mcY6V5mZ3t30Vsba2SJFLOiuOQKJri2AbbmAuL1nHE+Xht7ZKYcVZb1OstRsNdhqNdblxZ5sVPv0Bnfo5nPveb5LmR2tlO+fUR4hjwsybTNSd0612LjMs7TCYDvvKV38a2v5VGt0G1UUGpE1SbVca9MeuvrtNd6Rr7KMn6Hnrycc707qW32SeeieY2H+Xmryt2A7s4rk1rvkW2kTLcHtLo1Mksi3FvhOO5+FW5nwbbg6Oe5xmtdbHIPn27Xsv+DFxZiplRIXSWOoRJQrtaJUzEwbdRqVDzfepBwOZwSJqJCqfXH8mATiyZenuxzfpr67y+9jrtxbawYsxkLMhuZjacMRvPxPrJWHXdLg5b011Eti5lW05r/eGvP862LeaOzXPtpWtiwGdsposBhqgEJAcGfpGW2LQ80+XNHk5C6X4mKdOhyPK8wMN2bWxHqGKu58p2xbzRMrMNj6ZRCb85YmwB/1Frfceik0a2pSKLKT6jonaWwTQy2L592Yv5HOIwZtQbs/76Bp/71c/S620Kc3izD0qx8foGOxvr1Opt2gstls+toLWm1qyhXKkfxWGEzqHaqh5tOEIph72t2peBf80B56sN8zWaRViOVWosbVeyhtIHT6fkRhq3MxyRZxmLpxZZ7rQ4f/o4Nx7slcc+9N6LbFzZNAJ9F9+r8MKXPs5k0qfR7FJrNKUR4blSA53FTPrjN2LXc6hrmWfCdnZ9EfgXQxJZkpWu1ABpmhi/uIg4CYnjkHZ7UWD7WUqzKZNK4WzMaNxjMhkSRTMsZZV2Szvbq4ThmCCo01mYL2VUkim71GoHthAOigLOfscBCensZ+R5xtbWNdbXX8Px7qXWrFJr14lnMWtXr3H9+st0t1ZYWDgp47yOxeLpJeaOz5NlOZPhtNRt93e2yHVGmqY4jlNiIf1KQHO+WXocFgNDli2L4Bu4lleVUj/Knlz1AO21DLnYyO7EUoaaZiSPr21tcePaBle/epV7Hj3HhbMnSfOcy5ubOLYtw0YIfChLc0a7IzFUqPrUWmIaG45NH6pgb1gW8SwqIVu54VLcqbZ52PLC00in+5bjv0UopZg7PlcutlmSCo2oFhBNI6bTQelVFM5a5far2qgSzSJUCHmmpfQQJkwGE8b9IZ4vUozOcqfcloMsfIVcLM8k+4ymkVEzHK4jrPaMC78A/JZS6ueAMdz6xQIF2Dox9Ua9p0ncp/PUub6p+VLMZa9dXiONE3Y2NxkMtkmSUOqEn5gSxxGz2RDXDUizhLW1V1l97Qr3PHSfdEbtQAZBjGzszH2njuqq8K+BS8BHuMNWrahH1lo1kihhNpqVqD+Qjvz+Lm0BwGl0myy0mgSuaHyXjWbXsW0W2y0WlucYjSbYrsPCyQUufOoiNy7d4Nyj57AdkYfV6kJuypKMUW9InBzuQT3qtXQ8l3sevsDGlQ1JDHJNrsz0lFmA8zwnSSIGg62SHdvtHuPMuYtYlsXWxioLKysC3a80qFSbNJvz2LZNtdIky1MqlSawKtmx4zEZTErXhSBocPL0BYJawBe+8GuHOk8TY75xOuvWTJR9E42j0Q5r6gQbtgAAIABJREFUa5dZWDiJ49rUOw2yNBNXDK3ROmcy7jMYJMRxSG97B9t2mU4HxPGeKiiOZmR5xmQyIE1jarU27fYiC0vHaS+0xYB2JpS64lkokqnDhFJqGfizwFcR+d8fRBKFrz/nvVPMRauLJbvkTCnCaUg8i/joh3+dz37i19ncvMrZsw/z0ONPEk0jttbXOffgvRw7f5zFU4sENV8+jzhhe3WHerteOtEUxLjimc6zvPS/i8OE2Tg81EvlsE/sRGv9d+500Ma1dX7iL/7vnDz1AN2lOXSuaS+2sB2L/uaA+rQj2r7RLru9dYajXTZuXCGo1KnXW8LM1Zr+9g5BIFM9D733ERzXZrA9JA5jMzQhrNOiYG5ZFuPBmN31HrNxSL1du0nPe4doItXY14EvAQvmvx/4uoqjhN5GnzRJy+1GUAsoJu+SODHZtmzT4zBmOpIZ9OP3HseyLR6oPigZpCGSFVKTAgE5G88YGefR9dfXGe4MSRPpqKZJymCzz5mLZ47qOXWafVs1lPrkwYdq+ls9/IpPtVklnISlY68ywvMslXreuBGS5hnVwCdo1MWyxzhLJPv4uteurzMZTA0XWBoyD7/vIe5/5/28+sKrqEwRVAPmGnV2RmOGO0PWN147ivzvSNfy9Mll/s6P/1l+5E/+TcLxTGrmWhuguIvjCSXPsixOn34Iz/NxHB/HsanUK2itOXbqjOFGu+SZpreZ43lB2Xjz7QDbOsFgsMlgsIXnyYvrsXd8K1df/Rr9/iYvPPfxUtVxhHj9Gy7YAVG4HjSb83heQL3eobvUxXbFaTmJEu59+CLv+e7fhRd4pRywsI0PJxFpKk3hgoYmEk2vvL/HvRFZllNr1eR+HwrvOYllO58YO6vCYfgQ8W+Qem4bmYj9odsdXJx8ZnotjgtaW+ze2CUJE/xawA/8mT9Fo9skSzMuP3eZUW+MZdl89rd+g/DpiYDYHQ/PD8QhxPFwXJ+5uWOce+QeVs6tEIdCmnNchySPCaeiSBlsDxhuDej3t7Cs30F5QSlVoOM+ppT6d8DPsJc5/D9ff3wYTlm98Qqd7jKt+bbxjtLGmE8RVCs4jkMQ1MiyDMd28XxfxP4ms8qSlFqjSWuhRWu+RXe5U/6MNE6x7T1Wb/nWdDShebM65mY4wsX9DqRI/7TW+jWl1BPAU0jX9Cdv9Q0Fyi9LM3RghjwsIx9J0nLBBdnCWpYsJo5hGGSJoCq7yx0W7zvB8fk5AsNSCJOYndGYK1c2mI5mWJbCr/hkiWz1kzAxzhgONy6tlmPPh4xr7G3V3s1tt6aKNI1L0z2dC42r2qxKZm/YoWlJWksNvrIiErp9WX6m9z6PJEok40n2APXT0Yze2i5BLaC70kWhSHPZ4iVJSKu5cPA/8+Y40rVUShwRjp8/xkuffwnLsslzKRUVc/xgaFvO3svNMr2EIuIwMk2UmNl0ZOBA4u+X5xpNThDU2d1dI4lD1m5c4pi6l+2t6+Q6pzA+PGL8lvm9ANIfuGq7rs+ZMw/Tbi+SZylpljIeTMS40UgOK/UApWQHk6V5Ob5fKDgcT+qYxSKLErt2bWRaQS0obbaSUJrhRQNUMseUSr1SKjsOEYHW+v8EUEodOMTz9bF/J6y1TKj1t/rc+/i9Mv7bqNDuShnrwfc8KPrl3RHT0ZRoKn2X6WhaQtxf+PQX6Pc2SCLRjhf9zjgUDfJsPGOwNZCFd7Bj6v63r8/fKdMtGmgpYt/9RHFuwDcsutpYOA8GW3SHS9idBrPxTCRcuS4L0M7MZTaZUmvWS4hyEZYtTTLPdwnqFdHDKU1QDUgd0cOVSEizpU0izbg/Ic9yqs0q1WaVY/es3OHUyljSAoU256A/D3xeKXVLaQrIYr+7tkNQF7G3G7i4gYut7ZsueGFHVHQ6Xc8lDqXMMBlMJZPtjdle2C5ZpnEYs7ve48blNZl4a9dK9F/xFg9qAccvHOf6K6uHK+kq9QG0/iiyNfsRREK1ikxrHfAtsmDOjL1SEiWCAExEGmc7NuE0LJtpvuuUWl0wWL8koep5jMKQMBEwjGVJt9fHZ9IfG3H9lNk4xHZlG5dkGZPBhJ21HfI858TZ87e4224ZR76WAMfOH+elz79krLdNgyTNysEJy3LIsojZbIzWI+yJI9mssqWuF4dkWUIczUApPE+auFlWdLhlVLjf30AjU1APrXRxLnmkSUyWp0eXOGq939vuI9wGSO/7VU6cuI8wHDONQ6bTIes3Xieo3S+yLlsmDvNcMx1OTd9AdmeD7T6WJVr6AuiepRmthZY5N4VjyGpaQzwJSxRnISmTRp7oy4PD+93NKQEXKWDRfG1OXf/cgR9LlqOVEslfrsvd4aQv1Lft61v4b7/XuM/IOrJ0dknKn4Np6bDRmm8x7o1wfZfNq5tCOYzi0vsvmchLNprFDLYHjAY9ZjM57+L6HxR3smD/G+bDU8hI5VXgKa31bx74Ax2Pq1e/iut4nLRlrM71XTID5vYCeVuG2+PSukN3xDSvsPjI0xztiZlfVGZa8vOlfhKVUqk0Tkq4dL1dJ6j5PPL+R3jivvO3PfF98etKqd8E/jPClKgjhKoDH1THc9i+vk1nuSuqi75k2o1uQxxJzRasWGyLWfdwEuK4DpVGFdt1ePX5V7nylddI0phqtVHae+s8p95u4vouk8GYalPcY2fjGXMrc6WZpeM4JfjnDvGjyK7lx5A67v+MLL4/ddA3CMDFYjab4GUVRoM+aSx2Sn4toNasiZQvFZBPzfep+cLRqHg+sQGlKCXUfc9xmNRFu51ECUkYy2TUVh9yTRLFZYkmy3NWX1nlK88+w4kT9/E9f/r38W9+5m8d5jyPdC211uyOx/zcP/wX5HnOwsLJm2AlrlNwYVNc18fzAmazMdPpkI2N18vGW5rGuK5PtdpiYeGkWajtsiZs2xbd7jKt1jzb29fZ3LzKc5/9lLzY0MZJt8nLL3/uMOcosVe/BgHSP3zwwSIXGw13SbOkbKjNz5/g5P0nZcEZTXE8kWJGs0hqlr2M3d010jQBneMHNRzHpV7vsHByAddzy8y4OdckS1Omw1lJUgMBUuW5+MPd98R9vO09D/GTf/9AJO7++HngXvP1v9v39S1fT2UTG8q1wbIUmRm4Wn99nTzNCCch//GnP0wUTXEdj3qjw6lT9+PXAqrNKmmUSE/KUlTqFYKqz9mHz9Lf7HPpi5eotmrkec5sOCOJE0a9If3+hric5zmLi6fwgjfBmBL4l8DXgL8LfFAp9Ye11rd0BNY6J8sStnduUG90SqE1yLSVY+AYvl/FdlySMGY6mJQSL8eM85ayHZPlWY6N57tkmS4xkEoJlCScSIHfcmRe/MEzJzne7R7qxLTWf1Up9W7k4bwHoTb9c631Lx/4TUpsTq69fJVGp0m1WZWbzEBiLEeyB9dzwHfNkEdGksm2S0/kpvArPqPBjOFwm62tq1iWTbXSoNHsypvYuM1atoxh+oFHd0XOK5pGnHn4zGGRgN+OSKg+hdQ5fw54G1rfVr9jWw6zcCTut5bDqD+islOludukUq+UUz+T8RTfdUizDM/sQhxj3ulYUmrQcUS302Qc7DkF99Z65VRUrV2XZoVtszsac+PSDQaDTd71gac41ukc5hyPfC2TLOPp519ga+taqUJwHG/PkiczXWrEygfLkvvWdox0LELrrJzYqlVb+JUA27b3SivGmcGyFDs7m1JWc1ymU9F+Oo7HuXMPc8/j5/nkJ3/xziepVB1hoKRI/XoG7CCw9ltGnmdE4QRlWahckefyb+6udDn14Cm+9PEvyQsvl5psc75Jd7nL8tklzj5yjqJHLNt1cWdozTfNcEAs06S5LhVIrQUZcJmNZ8wmU/yKbNXf+9Tbuf/YLVg1t76Wh2IF74+iMW8Z9oPjOqV2v96pS9M+SpifP8FLL32GMJyQr2a8+urzBH4VP6jRbi/S7a7Q6swDQisMagGWpRj1x8zGIWmcMB4PmUz6JEmM47jCWfZcGu3GHQdADrvoPqi1/u/N13/iwFl2rUlTQd3t7KziOC6t1jxxKCOr3kKL1Ei7as2GSC/MaGtRjw3cgGqzgs5Nfcb4qrm2bG2KzK5UDoQyleX6Lq7n0ppvcWZhHu8IyEOt9aeROuehw/Hkwen3N5mfP0Z7qSPwC2OFIu4OLk6xvTIs08lwaqaeco6dP0aWLjEZnGC0OzJecbJYi1ZyDwWYp4JXrLWqjPsTolnE2aVFKpVD6ZG/H3gJ8Zk6i5QWfo95mg7cqhWSoDgOcWyXfn8Dz/NoL7Y5dm4Fz3cZ7Y6YDKe4vodri9g8ShICT1yOwzgRLznPRyGi9NiQ9seBW0qz2ott6p06eZ6zfX2bKy9fJgwnPPbUowRHYBMc5Vpu7w54+l89zXQ6ZDzusbh4mkqljmV55aKpzIRTEbbtGD1uQJJERhIp/62QWSlL3JMLrmtqDEjl+2+2+rFtmwff8yBv+9ZH4X871Cn+IpK5B8A55Fp+AEmMbhlZljGdjXAcr3xGlZJM7h1vf5DnfuM5+psyNOH6sjO16hZ5mtHo6tIsNis08baNG7ilvFMpYcoWjeRJX5qgw6EolYJqm9MXT3PxxHEc663RlRc75P2l8WIRLurvjutQa9a4+MTbOH76LDqXsfZrV15CofCDGpVKA8dxsG2bWrNKUAtEs+s65GnO9u4NRqNdptMRIKUb35QTPNcvP+/bxWEX3R2l1PcBnwPeiUg4bnXmpgGRM50M2Nh4nVOnHsR1PbIsozILSpRjtVUV76TSGVjtk2Lsua5mWV7+f1mSlvITneuyeYGZCgmqPktnFql4Pulb6DpaRKszz9rqq6yuXsb1H5C6ayo0/XIprMgD7HhO2QArbtyl04ulNGvcH5d65mI+PU3EAmTcG5PGCUFd7LH7m2JZn2YZvnOoS1hsza4i/lpFwfvASmLRkBAH4NA0kzx6vU1aG23yXOPXArIkpbe+WxLjfENjshRYyiIpKFNKldjKJE2J4gTH7F6ac02UbeEFHmmccvWrV7l+/WWSJObMytJN029vZkyHE66++jXSNGYyGbC+dpluV3yvFBaZKpyBbfI8w3X38IVaO7iuu3c9HVsWK+vmkeKCrpWnGVE0Y2vrKnEcltpehcXS2WValUPXOlto/WPyzeol4BeAv4DMVx8Q2tSdZWpTsTdGvtRq8Y7vfAef+ZXPMNgasHJ2mdw0CrM0KzGNxZRaYcdjWZbYHCG7U5BS33Q0ZevGBoPBNqPRDisr52kvtnngXfeT5Zo4PbJh7KFC673mp9bSGyowmpjkLUsFrfnoU49yfGUB1xF05de+dJn+lkClpqMZtm3h1wI83y37GcX39vtbbG5ewXV9mo05atWmwO9tm2qtZVjfv0OPNKXU25FZ9h9FtqV94LEDjjajggm24zIe9/jMp/8Tne4y3c4KzXaHSsMm8N3SxsM3NLGqkXjZjkx1AGZbLW6t4miaMdwelOl7avSxReH7sfc/wvsfuB/Ptt+yBxXkBeH6klXXW48w3Bny+c8+zdLSGZaXz9LoNsqFtt6u4dcC/MCjtdimNd8S63jXJstycw6UumLXd7EdkelkqYBy+lt9dK5pLrRKm5j+Vp8vPPMVwvgQN/Eb2KoVE1LduWOMxz3CcMLi8gmm4wkvv/AczbkmcytzNLpNXvj4l2gttGh0G8ytdHn4yQdKYLmtxDx0EkVcXd3Asi0zCSXNjqBewTdWN7OR2J08/R//LeNxj/c/9YeYJckbcQM+VKRpzHC4jVIW9XqHmZmOy7JEJEM6AwJ5OVQqFGOwBa6wWHCVEtVKkdnKQivHDvs9kiQiSWLQOVmWEoYTXNcjML5w1166xtmzxw/7z+6w11TKkWf4+263a7EsG9f1SdNYpunikFznbF7dZLXX40P/7Xfw2KMX+MTHnuHGq2sCqTHuLOJyocrs3fUc4YM0qmSpsKzjUJpJ4WjGbBySJDHVapN2e4lv/+AHePcTD7HYNEayR3R0OXSYLNuyLbSt0VpKDDgGEWrq84PtASfuO8H6lkjJ0iRl6ewyx84fJ4lieht9QRbMYvobPUa7I/qbfQa9HS5d+iJpKuUE36uQ5SnjSZ9KpQH4jEY7TKcj8vz2WuQ7ScY+DGRa6z9ummk/h4iV/zHw+29x5uR5RpanRutnM570ieIZcRxy5uzDwtdNBULhBZ4UsBuiOCgiN9ltQe/XuQBS4igpHSL2239YlsWZh8/w5D33MFdviLD+LVx0lWVJvchsP+udOtVqk1dffZ7xuMf9Dz6J49rS8Msy/DCm2qiW9t55mhHGKdHWsNREzsYz3MDFMZlrnuciMJ9GzIZT0jRjaMA5QU12DNFUXBneqsgy8Z6r1zsMBlvkeU6tUScMm1z58hXiMKbeqjEeDhgPBzR3OvQ3+zTnmsSnMxpBIFzdSCDgo90RtmNTNR3s6UiA0UUtfDqacf3l6/T7mywvn+XJ3/Mk41A0wG9FlNm8zo37gzaMAavcIuZ5TpZ5ZW09y7I9KRRArvdtu2ULXsiikiQhy1KiaEoczch1ThDUCMPJnrLBsti8skFvfGjK2JEaTCCLbrXaYDTq3TQtNR732B6N8GybR0+fRn2b4pd+9tdEDplkZcfe8VzBVyqBuriBV3b/M+P0ksRp2cjy/Sqe57F4Zol3PP4AxzodLKXwbJvo6JSxQ4UwrpGsNtfkGEKdZYFZbzAL7yvPvFKWANM4YTqc7o3ZJynhNGQ2DulvDehv9hn2e2xuXsW2HRYWTlGp1JlNh6SZjAonSVhez3A2pla//XThnTLdc1rr9yoh8L9fa/04gFLqQAFPnmdlmm/bbnnT7e6u0e9vAoskvnAoLccWPyU/BqqlxY5rRu10nhNrTZ5mghQcz8zPtUvSFoBX8Xjy4n3l2zROYpKj6VePFErtgVLSVB648+cfp1ptcPXqV1naOVMW4rM0J5rF5Oked7WohfU3ByI1s22GO0Mq9aCkatuOzXQwYbQ7ZDjYJYqmNOeaJOZtXjQ+3oC76qGi2CYnSYJl2dRqbSajIfVmi2azy2uvvUiShLTn53Bdn35vg+Fwh1qthR94DHdHdJe7JSRba81od2R2JgE6FzlaNI1wfY/hdMTW1U2+8vwX8Dyfdz/1nZx/4DTbO4M3omE9dBQ/W+ucNE0MQ8EzZZWIJImwbZkycl2vJJ5pnWPlBjEa7TnISBacl4t5GE6I45nRb9o4jpSbsiwrnSe2VrfYvHpn5If5i4+8awF5FvM8I80StJZG9Gi4U3JRqp7HQydO8LHlLq8884oAl8JYwD6A43rSME4yRv0xxXi/7VjlDiCNE7Isx68EHL/3OPc/eT+n5ubwHJtcc1Pp5a0IrffG8RXSB8lNeQgMUc6xefFTz6OUTa0hzdtauyakQpPoFWqozaub9HrrDAabjEY9zp9/nEqlgWVZVKsNomhKGE7lGkchcRLSqHdw3d+ZemFLKfW/IMSmH1dKNZBxvAOf9Mys/kpZJHFYSnCKBkSvJyOX3XwZuRLKmA+OSlas44nCQVlWWVsCA7U22jrXdlg8tcjS2WWefOR+LiwvY1sWSZqiEGfatyqUpai3a6JpNLrVoBawfGaJi48/yec/+Rt87nO/SqezzIULT+B5PhOzgAb1Cnmak2UZO+vyoBUNjiyT+rbr+mUGvHxmhY8+/XM0Gl2OnTrHbDQlzyTblUzxyLPshwrHcXEMG9m2HdIkxnE9rl99hXqtjc5zXnjh49TrHU4cv0C90SGJI7a3r3P9v7xM47c7dLordObn8AIfN3CZjcRuKc8F+Lx1bYvpaEZ/s8+XX/gUm1tXGY/7/K1/+TO884mHuLK1ze76bonMfLOjyHRdV6RgaRqzvv4ai4uncByX2WxcKhmSOMJx9xpsUTSjIINZlk2aJuU1LKRikoAkWEqyRNu2qdWaZiqsTau5gOv5vPbal/jkf7i928Dv8ExNdz0wwCnRHw+HO3z5ky/CU+8Tp+laje/9nqf42HyL5z/2PNubNwBIEilLuDteuRtwHY9qrYVt28RxhO9VsB2pz3/3n/guHjh+nEbg06hUShlgnCZv3QvUjOUqZZU28dpgFif9CZubV5lMBoThmMlERppnsxE6z/H8Cr5fwfMqplQgsb19nSxLaDTmWFg4yXjcY9DfJNc5cTwTCFeakOWyO7Jth9G4xyPvfDcf+9jB/9Q7Lbo/CPwQ8Le11r+qlLoP8dX64K0OLmQlReNBo7EtISgppTh94Tw7N3bY3bnBZGRwaaabW2vWcDxZZCf9CZFr4/pyI6aFP5dS+L7Zfmea5XMrvPPRB7h3eRnPEXF+lCRvXd2oOM9MgMx+RQhjMl8u1kFZkvHU7/0ePvFrLs8+91Fsy2Zp+SyNRpc0lcmlLMnKhzcxECDH8UrmrGRXLvPLSzz8rQ/zK7/gYlk266tXsexvwfVtYR94DpbzFp2rgla3w/rqNdme1kQM3+kssbO9iu9XcB2P8bjH1vZ16vU2QVCj01ni0qVnCcMJk+mQra0qnhfgeRXSNKbZnBMYkm3x6ldeYdDfpNffYO3GZeIkolHv8N53Pcr6YMBge8DGaxuMewf0bX+np2hGmosMLI5DRqMdms05qtUm6NxMqCniJCLLi5KDZMFFeUusX3Iy03QEbspkLTOfnyQxWms8z6dSaaCREluaxuzsHDin8qafq9Y5CpssTxls7akGLaU41m7zxNsfLPGj69euYym7zBaLc3Ic96b71fcqLJ1e4p7H7uGhEydoVatYSpKfTGty84LaHR+ZGHf0c7QpuR39/ga7u+skSWi0tHs+dZ5XMdnqhDia4fvVsvau0YSzMb4vZc9+f5MkiW76u/ZHGE7wvIA//df+Kn/ph7+Pn/rHB0tR1Bugcd3upLc4BPXomxintdaHniE9bPx/7Dz/azhHeAvO87+Gc4T/Os7z/0/n+KYuunfjbtyNu3E3bh9v7T78btyNu3E37sZNcXfRvRt3427cjW9i3F1078bduBt345sYdxfdu3E37sbd+CbG3UX3btyNu3E3volxd9G9G3fjbtyNb2LcXXTvxt24G3fjmxhHspK9U9QaTd1qd/EqPpalQCnh4FoWtmXhWFZJ5bDNRMfe7LvQmvKv0w1n5ay7jBKmhvCU5Tm2ZZGZP7uOg2WmvAqs4+WvfnX7rRCb27ajfb8iCDnLolKtUWvVSu6qZVtYhqhkWxbKnGf5u1LfYLOj2RtLzff90loznYRMBmOiaIbnVUp7lCiaEschaRq/6bOVrutp369RqdVwHBsUpcuzQkahlWXt8UvN9FFh2VMwCorzxZxfca5AiX8sPpc0z8VxIkmxLItoFpOlGbZjsXHj2pt+LS3L0XMLy4LwixOSKDWEMQfHdXAMqlGmnG7+iIs5f5DpSNAlyrG8xoZNUCBKa9UA33WxLbk/NLAzHHHlla8VP/YtuV8dx9O+X8EPDN9Ea6yC62uIaMW/2XbFgsgySMpiqkxuWAUI14B997BCntP992zppQZiz+S6VH0fSymeeeaZN/08bdvRnlcpEQRy3YpflFwXrcVUUykFlpyDtY/lovb9j94HzcpzXcLclRKcpW3bOLYFGpI8J57FjPsjtNYMh9sHnuObuui22l1+5C/8GKcvnsYLPGzH5kS3S7dWo+b71IOgZCIErktqLpRrWySG1JRkKY6xOrEti92xwDXiNGUUhgymU8ZRSBgn1HyfURgSxwnH57s0gwpxlnFle5s8y/kj73vvWzKh4nkVHn3kKZRlc/zkeS5+y0VOPXBKblLHolmv0QgC2tUqc/U6nuPg2FYJ+QZ56ewfJUwM2DvOMsI4ZhiGTKKIaRSxORxy6YuXeObXv8BotEt3XrgV6+tXePbZj74Vp4jnVXjXu34fj73vyRI03ug28AMPx3OpNiskseAMg1qAV/Fo1KrUg4Cq5xEbmpRGOBmWGUEN45g0z/EdB991yDWMwxCr4O1mGf/hJ3+Z7/zh381sHPLy517C8Vz+1v/6I2/6tazVWvyNf/5T9Dd6XH7+VdavrNJsd1g+u2QskWrlfex4TslytmyrtJbKUllcsjQjzzK8QPgMyrao1CucOXOMZqXC1mhElue0q1XOLS5wdmERgBevX+Nd9z/MZDIE9Ftyv7quz9ve9gHue+QxXM8lS7OSeOe4dskztiyL7koX13OpNCs0alVc28Yz5DvbsnCNKwaA59j4jkuW54zDkChNmcYxk1lIlqQMd0e8+IkX6a50OXn/SU6fXsGyLL7r0Uff9PN0XZ8LF95Bvd6hUqlLcuJ4eJ6H1kIC9AIPZSnmj89TbVTLEfrCsQQgqAkJW1xpEnSekyZClksNUc31Pc5dPMNCo0HgutR8n8Fsxheff4mP/fxvAfBLv/QPDjzHN3XRBaFjJaEAql3XIU5TxpHQ5TWaLNcErovrOERJQpgkYu1i2+Q6ZxJFKGTBjdKUSRSVmW1kftZwIrbRszAquZ+bw6E4E9g2SRgThW8NLBmg3mgyv3CCMw/ew6kHTtGab5YAa8u2CFxXZs7Nm3L/guuY7LfICIuXkJfnZOZXIxAIe8Ft7dRqPPaei5x79Bz/9C/9fa6+/v/y9qYxlp3pfd/v7Nvd7629em+SQ3LIGXI0mqFGsjSS7DhGZMeJAidKECVG4ATIBwcJgiB2kMhIHNgfgkARkg9Z7ASBAyVB4D2OYMvSeCRZ0kijWbgMyWav1dW1193OvuXD857TzRmSXUV1+QWI6i7e6rrvPe95zvP8n//z/7+D53ZaxaqLWLpucPnGDeCx63KZlxSmHL4kSuhP+lhK6Hl5uuRUO0U3mozJpMhyqrKmO+7i+i4bwwGmuonDNOV4uWTg++KhZhjkVUWcpRiWwf/xl/8GP/5nvspnvvSiCNVfwBqtj9m+vM7tb9/Gdixe+tIrjDfHWEps3rQMdNPANA3cwKUoSgxDx7Rlz1VViSZrIRKYdW2s7VKlAAAgAElEQVQof64aQ5eq62QhWgNXJxMOFwuiTB6iXdfDt21e2Njk3/uP/yt++X/673j48P0L2adhmGxsXKPIitZRu3YtEWzJCxhL9tcaqCqJ0awomM2W6KaO7VgM/KA9o45lUlUVUZph6Dod18WtSizDoChL4qrC8Wz6kx5v/uZ3ufOdO1x79Vob1J71Mk2byWQb07Co6pKyLAiCLqZtUdc1ftdrK3DLsXB8R3k3liLPSdlqWhumTl2JqJSmiSBXkRfYKgCXecHB7hH6lsaVyYSyluvdPKSfNuX7TINuXdeYltGWXTU1WVEQpuCYVgsHAARKkrCoyg9BChoSnLOyJCuKFkao65q8KFpRHU1DDA2zXMwr1QdiWSbRQnRoL2rlWcF8fszq5TdEglKVLIamPy6v6pokz4kyOZTKKw9dA5SIii5/BGg/A0PXqUt5MEVKoNxWOqDjXpdrz73Ee2//AWkaUZRFKzb+rJdpWi2cICVyrVx7Y3rjHqZlEC0idF2nO+qKVKeuYdoWHc/9kKZx8/6XaYKjrMw7rttmUXVdc7hYMIsjHNNi+4VtkjDh7nfvsn9nn+nh9EL26NgWeVmKIP3qQPZg6OJxZ4p7AIg3nee77UMeQDd16rwWN2TDQFdiTbWSIq1LCch5mjMzRfpxEASYuk5RVsRZRpLn9DyPN/7El/jm13744oKuLlZX4u6hYzoSVDVd/MTiZSJOzYZ4wTUuCYbSy02jlNRI2oolyXPqSvSDm4BrKn3rJokQYfeSyfYKwTsPODrYZXIyIY0v5r4UM1Ad0xKH5UYfGSSIZmmOZui4vvi1mbaptJFFu9swDOrG0NIwwJBko5GKNEyDqtTQyxrDc0QacxGyaxis9/vMophoFmLaZpukfNx6pkFXMj2DoiipKim9NE0jSjOKcs5qr0dZyYETNTJRBavqCsswW/dY3xbFrUUSUyhd3LTIyYqSKEvlUNegGVKyarrO6f5UHR6RlmzcJy5ilWXOeLwlMoVF2WZimqZhqAw3L0s0DbKiIMnzDz1YDF1dXO0xltZi2m12bOCYJrGuiX+TaVJT89pPv0Yapxzu71BG86c+VT/t0g2DSlm+a7qOoaMkLOXAHT86oTMIGG9OxKSyqlieLknCU6JhB6/jtVYvDRA2GPVIspw0y9mvp0z6vXafvm2TqMqnO+qydXOTyfYKx4+O2buzeyF71ICToymWbbZC3V7HxbRF79mwjNabTuyKTPIyo8hyCcyWgWHo8rB3xDMsS7InDClFIS/PDObET5TlJkkuMoe2afCFq1d59Y0v8Gu/9jcuZp9KnNtyxJNOnDDs9uw1Z86wDPKswH2yt6CSI/HAM8hLZUCgPhNd/fwsigRGUxVcqcT1Lcdi9coqRwe7rSPDhexR09E1Q+Hvpvpeo1ss+7QdC9u1xMuwNUCQa1JVFaayl29UA580wG3iVaPV63gOQcenqCpuHeyTxVmrdW25n+zp90yDblVVFJn4mOm6XIxCXbSsKJjHMZZpYis4ocGKUmXXDZDkObM4ljJT0+l6nmBJucGsiqnKGtsTE8TlQtT2dUMnCROWpwuyJGPl8upTN/6HWY7n8eKXX1QWLSXRIsbvB/hdr4URfNsWGMUw2oCraxJM9Y9ABFoNVvXa5kZwTIuiMTgsS1565SZrV9b47te+w/vfvMV3v/uxevJ/qFXXNfEyQT+ckacSCAHyNMOwTG6+dpN4GZOnGYcPDjFtk6AftE6wjRlpU6LFy5jZ6QLbsxl0O6z0em31skgSFklCVdd4ts3q5VXxtCortp/bYn74iabFn3rlZcl0X5wubE889rrjXvv/bVVi11VNmuWUZamap0ogu5Ib0nKsVge6KsXpRIS9BQtMo5QyL0nTjDRMpHFz/TKuZZEVBVcmY37uz/5JfvG//g8vZJ8iK5mjJwbxIsLxHZXNG63jdFVVVEUpzr4Kq+4MO0xWxX3a0HVs5X/XSKiWZYFjysPGVBZZaZ5LhVqKHnRVVWw/v81yuiSexz/QkHxWS9cNOt1ha61eU4FqBjZu5FVZk0Ypp/unLbwASOarGoi1gvSqsv5QpqwbBmmckixjirxUZz9vsfHldEmRyYPNdv4ZBt26qtXBFA96UxeoQEMjTFNs05Qup2mSFgVlXROmjw0WS1WSl5Vkvg2sUFYVSS4C355jq3K9pqpqonnYYlFVVauneknQD57l1j60mqd7kwVUVUW8iKXZYks5nZcGjmWqw2oo9obRsjZqlf09ieui61BVlOrpCjyhgSoHoKhKeoHP2rV1FtNlKxL/rJemSZZSlSV+38dQTYfeuEcSJrz59e8CMFgb8tzrz9HxXIW75y2ulac5tm21+HXgSZNtFkXcPTxk0u2qbB96nkuaSyPGdWwc3yEJU9IoxbAuZo91DW7gkKtEoWhsXRA93DzLQTXPNEMHlUyga1S59BKaLL4qKxGnVx5qVVm1brN6IaU7hWSMZVHy4PgY2zTxbJv1fv9iRfc1DVPBOKYtsFGpGCKayvpK1SyS6k32kCUZliWQgmno+Lbd9lkcy6JQjc9SBdyaGkPTybOcMi/a7FHTNEbrI3ZvPcTvXdR9KfbvemYo+wjE1dd8bK0lFamNaYnjtqEMONMopfZsLNv8kPtEVZTKNEH+7niPG24gHo1FXkgj2bGgrmW/xiczcZ95pptGKbZjSQDOS0zdkEBaSha3TBMCHIqyfEwjq2tyFcCkASEX2dDErruhUhm6xrjTIS8FZmg8xNyOR9DzsV2bJErEevmj0slntGqk1C6VBY9hGCRRgu3Z1GVFpGkYmuyt4zymnZRV9QONr7quFRCv7NafgByaYNW8rq5rMuWiEfQCHNd+qjXIp13t+9TEFwvA7XiUZUW8iMjiTGX3PrV6eEp5aVBrNR3X5bCc4VjSyGgy977v0fc95nFCkitYRpGPPNumqErqurE1gnAeEU4vRvi6LEpM2yJTTbFKud+CnGXLsah1KJICE9BNo83e2s/piWskbh8aIPhu44SiaZpUf6bWmlkePDjAsEwGK4O2ArzIpZtyTg11XnVTaFJ1VWHZtjQMLRPLsQUWi7M2Y7ddMRPoexCmKdOTOUE/aKE8XS/wLIuqRjzQKqGkGVVNqZgenWGnvV8uYslDIqWmQqs/HPTKssTruCq7tVuTygbj1nVdMPiskOSmqhUzpxQqpDLldDxH7Il0Hcd36A47hLOIeBFhu7aYrPpO63TzcesZN9IEfK6qGlNx/0zDYOw4HNYLirIkSjOyolRls1CkmoZL13Xb7qhni/J8lGWUVYVr29iGgWtZLNOEOMvI4qzF38pcbqCyKFovtYta4hKRK/xOSolkGbdPO3iM16ZFgWkYbWAJVIAtq4oKmU558r02wbWBW3SNFqapamlM6ppYzsfL5MIeLg3X0lFZq6ZpbYNgsrXCYFXspqNFzNHOEZZrSUPNdQiXMXlREs0iqOrWTNRUFDHbMBh3Om3w8my7ZTMIA0UX37TjOWmUPjVz+EPskiIT7z25oQzJbpH+xJMBuCzF2rukVE6/JYa6ebM4k5uxlpvT0DXKQj0sqxrd1JV9T00eJhRZwfx4TnfUQ9PFWWEUXFxl1jaf1T3ZBMu6qsmLErfjYTtW69TSVI6mJXY3DfS1TBLm8yXJMsYwpW/S2C85pkmlzq32BK6pZQWGqWO7NpZj4V9QBVpVJWE4xXPFkcMw5PeXhTz8mgxf09T91lSZut5SyZr/VxYVuqoAmnuz8YNrlq5Lc9nreMSLiHiZYLmWVIj2J4fVZ9xIk2DgdVxszyFPMpI8I3Ac1vt9Br7PNIooypK+76FruvgNFVKmhGmKoet0XZeDuWBLVyYTRp2OdPPTlH/4B99mORUs13Is0jhlebqkKAoJ8rbF4YPDC+uSAuRZzoN37rNyaUUaDK4Efrfj4fcCgo6Pa8lFP14uWSYJrmW1WV9DHTMV57EJ0LomtnFpnhNnGWmRU1YCuaR5TqwglqqWUmqyPWkbAc96NfxTy7Wlex2l9Fak82u5coP2xj0cz2lxaFcR/1fHA+FfmwZRGLM8XTI9nBLNIt4JHNzAZfXKGuE0FPsaT37H6uVVVvqCqQ5XB9x96y5p9Jgx8KxXXSP4c5yhG0ILq8tKdfpLqJSVT12TJzmGZeD4Dlmcid23rpGluWrAVBgm2K5NlubYrtVmSU2jrjmTXs9jXE/IkoxwFrJMEla63ae820+/NA2qoqKz1iFPcrX3x07apvXYgbo76raMFTSNk0fH1BUURcFuxxOn3aridH/Kne/cbjF8vx8w3hzTG/cYb46oypqcvLWxsmyT7rjLeHN8IXssy4LlcoZluZiGsDOqSuyQbM8WeyvXwrQtLOXBaFgCMRimoXjWNZqO0B51eQDXZdVmxropsERd1YrpopGEKeMtMaENZyHhLPpQJfRR69nWNKrL5/gOHcelsG1mS6EBZUXBuNORVL2SQJuXKaWiaTimSeA4LT/X0HWGvs/2SID8w8WC9/f2uP3t21RVjRs4DFaHBD0pc5qusRDYuVDKWFWVTKeHGJaJZZv4/YDuqKvMNDWSNCNOUjRNw7EtXNsiyS1cS4jkTcfeNAxs1WizlY9WXddtgC3KkrwsHk8+KaxQN8TG3bTNdrLoIpauC2XIDRzKQoYBKoV7Hj08pDvqYbs28TImCcUbzO/6+D0Py7HxApdONyCNUpIwwTCM9kDODqbMjmaEc6FTGYYcfse2GAYBk26X8caYO9+5TbSIPvY9/mHW90/KAa3xqWGZuL4r7ISibBuDMmkmbs4NFckwjXaIovncGo5vmZekcfqhLniRFW0gaM7p909iPstVVWKs2eDVpm1i2iaWLZmZ4zmCYac504NpW62VZcXJ7jG6KSwOr+ercyc81zROmZ8sSFXFMzuc0Zv0sD1bIMYn+xamIYnJBfF04fHnW1NR15KpV2XJ7GCK1/Xl2ir+bRKm1HXSUgOba1aVNU2nO5oJRdK0jNZctfHTMx0L25XeQ8PmaM5Gmf4zhBeo67bk7Dguq70euiajwGVVESmqWJRlWKZJrhgNRVUxCoKWx2joOivdLsMg4PbBAfePj9nfO2Lvzj5Hu8eYlsn8WA7Lk+VKVUoDQNMkU7uoJaXMHMfx6Q2GgHRAi7xk784e4TQkSzIMy2Dj2kY7xRT0A1ZWhpi63rI4PNumrGss1RyEht8sXMlC0c+ysqSsq7bsr2tVul5g6d3YzAtuKR3dxemSo91jpvunuIGL4zltKeZ1PIpJgeM7uB3Zm6bBeG2E6Vjce+se0TwiTzPqGpZTKVW7ox6bNzfJs5wkzdA6AYamM9me8L3feYdoeUHGlLpGVdVtJ79JGIqsoEhzas+hLCu5MRU3s8yl6WY5KmNSN6Npmy0kYbnSwa7Kmv07e5zuT7E9m80bG4LpVsJndxUs1lR5F7U0DQzTIpyGeB1Xgoch05O6rksVonD6Mi9bVk4apcRxiGnaGIbJYKVPnhXYrsXqlTXqGmE7lBVTZWDa2xthu1IFuYFURg2Tw/GcC4T9NCzLpq5VEzCL0U2d5XxGnido2moLj82OZpR5ieM7+D2foB+Iyaz32JG5LEpO909bx+9mKtEwDHRDptXcwGW0PpKkpJbJzN64x/x4/onv9Jlnuqf7p/y1v/Tfs7p6ha3ntrjx+RtMtieMe11mUURaFDx8dMiu/rgrb7s2uw/2Ga0PGXe6hGnK4cEJD99/yB/86jeJohlRtMDzOnzxp7/SlkCHDw4p7+5j2ibdYQfDVAc/K3jwvYvzqCvLAsuy6fYH+H2foOfze//gG7z77u8xmx2S52mbFQXBQLQhLIded8TG5k3WrqyyenmV7Re2cTse0Sxi7+5em6nnaU40D0XLoa5xO54iamtcfukypmWShAnf+dp3Wj7kRexxfiKZi3S9TRYnc/bvHRCGM+J4QRwvSdMIx/EJ/J587Qx49SdeZWV7hTzN2xutrmo2rm8QzkMeffCI44fHjLfGbH7lZbrDDt1RV5oXVcVpGGGbBusrIw529uj0+heyx7quCWchmq4xP56zOFmwf++ghU0aKlVdVoTzSDLxJvgqPqemSTmaxZJQHD88ZjlbEk5DjnePKYuS4dqQ7qjL3TfvMVgd0Bl20HQHy7aIZhGPplNqLi7Tbc6i5VpqUrAgXsac7J6wOJkTxyFpGhGGc2azA+J42boaF0WOZdrYjtdaxl+69AIrl1aYn56y+/AWYTQjjpdtNv/mm7/BZLLNxsY1rnz2KqONURt8T/dOLmiPOpblYFk2eZ5R5NWHqou9vXsURU5ZCj/aMCwcx2c0WufSZ7aJ5hGWbcpIcAO3lPIAmu6fMp0eEoZzLMvGMCxWb29jORadQYdXf+JVgp5PXcO1V65x6w9ufeJ7/cSgq2nar8EPnAYNqOu6/snvf31dSekUBAOKPOP9b7/D7q1dRhsj1q+t89KPvETgSGZw/PCYqqpwfRfTNjnaOWJ2OOO2IiUf7Ryxd3eP6XSfTmfI1Ree5+pnr/DC688TJynxPGJ2NGNxOMMwdLpDaczUVcXscEZR5ue6aOdZum5g267w93SdaBHzzju/w2x6QF5kDAar+F6PsirY378r5aphEscL0jRmOl0jS57n+ueu43sueZqzd/sR8TIR/DROiaI5eZ5SFjm93gTbcfC6PqONEd1RF93Q2d19n+yCRmSrSuAEy7Za3KtWM+x+18N2LzM7mrNYnKCh4Xod9XMlB/cPyOKMweqA7ee3GXYC0jhlcbLgdP+U+fGch3fvsjiZs3trF9d3eOXHX2Xl0oo0eBp+pK7j+gHL+dl4uuc9r1S18DIrSMKEvTt7nB4e0en1MUyDydYE27MJelKaWrZJpjL7MhdKWZEVbYlZZAVv/9bbxGEkDyrT4uorV+lP+riBSxqlRIsIwzIwLQPTc3B8h2WasDi5mGweFEOmlOZZk+0tjhdMT45J04gomlEU0uyUgJVSFHlrM19VYi9vGBbr3WtMtlfor0gyESfy4M3zlLJ8nAAsFifYtodzR873ZGsizbiji2GiaBoYukmeZ23Sk4UppmkyGKwSDAIZYEhzTk72KIqMssyZTg+w79p0hh36K/0WSkmTjMXpUh7GiylZlkAtGbRl1SRR3DZap/unmKaBpqrZwergE9/rJwbduq6/ep6N13VFmRe88NrLZEnG8cMj3nrrtzDes1h/9yp5mtEddTFMkyRSGF9Rtd2+/bt7JGHK/HhOOF9SFBnXnn9RMqKbm1x+bhtN01oIQ1P8SOkeCxUnTYRVsLa9eZ63fq6l6waW5Qq9Rtc42jni6GiHqqoYDFZ59fM/jmEYhHPJBuNoTpZLIK2qkjhZ0ukMWRkNWO31iLpdvraIeXT/PnG8JElC5vMjqqrC97touoEe6cRxwPRwit/zATg52aO8sIdLjeO6LZ7cTN1Ntib0Jj1ha3gOnWVHGAaaRlEUJFHI3bc/IAi6DNaGbD+/Tc/z2Nc03v3Gu5zunbJcnKJpOq//0ddZubRCkZe89413pSyd9HB8VzjNusz8T0/Cs73j855XBIZqJqWkEx0wOz0miZccPNrBsly6/QFXXhIRpzRKKYsKx5cMfn48J7obkUYpRVYQzheYlk3QD9i4vsH69fU24zJtkzJXw0JJ3vZA5kdzlrOz7fHTrCe78FVVkYQJx4ePiOOlMA8cH9fVyfOUxeKEvMjIsoSyyLHsx5REx/EZj7dYuyqCQHVdE0VzsiwhDGVU2zAsXDdovzc/lu83uPGj248ubI81NVWZt5WlZel0en2Ga0OhB5oGVeAShjNs28U0LcqyYHpyjGHqUpEMOoTziPnDIx7cuk2WJWiajusGbF26oYZ9kLFi9ZnOj+d0hl1c30E3dTrDzie+12eM6Yr8nxu4DFb7bD23xfZnLrE4WTA/nvPbv/I1sjzFskScojvqcuXlK3hdD8PUWZwu2bv3kJPjXfygj6Zp7O/sStl3d5/b376NZZuEs4jl6ZJwsSRJllx5/iaarjHdn/LOb7/Naz/1utCVzrE0Tft/67r+E2d5rWGYWJZDkeUc7x1w+4NvY1kuK5NtdMPgt3/r7zGd7hPHSyzLodMZ4tguZVUShjMJqrNDVns9tsfSzY2XMffvv61K15wsTwnUZ3Dl5nM4vsPd793izd/8NmVeMlwfIvKSF1OWOo7Hxo1NqrImXoZkccZoc0Rd1Tx87yGWbeJ1PfyeT1kIlp3GCabpsLf3LrOZS55fwjKFHuZev8Kjzz/ig299QFmKhOL/8F/+JQzD4sUX3+C1n/gij24/oq5rnt/aaPnIVz97jft3LkaToMFWsyQjjVPWrq7x2R/9LEkkFced79zh0f0H3PngTe588Cae12HQX6U77HHztZukSYZh6Lz5u7/HYnFMmsb4fg/TtMjuJHzzdyJWVi6xfe0mhmngdz00Q6c/6eMpbrmjJvYc72L41iDwQtCTaqPICxazKZ3OkE5H+hG3bn2Tg4P7RNFMZbuStdq2R6+/AnWFYVpsb7/A6uVVTEvK8O2bV3j77d8kTSNM06YsC+JoznJ5Sr8/wXM7jDdWqKqKk70TJlvjC8N067omyxJ63TGO79EddLA9h9nhjDd/7xtkWcz0dJ80S3jllT/C9s0rzA5nAmupjLVJLLIkI1nEuE6A64hk6+npHr/xT/4Wpmnh+z02N2+wvn2Z7rgLauLS8Rx0Xac3+mQmyrMdjigr5sdzNYvfwa1q5sdzTh6dcHS0w2x2SJpGbaA4OpJ5786gw+GDQ+58713KMseyXbIswbJkE0kS8ujRbY5+a4c4XjIcrtHtjtQH0CeNU0zbpNPvcP2V69iORWKeu8H0LU3T/lRd13/7aS/UdYPeSHDGLEsJOgNG403m8yMe7d3G8zqsrFwiS2OGow18v8tyOWWxOEHXdTqdIaPxZiuOY+gaw7UhhmGRphFoGkWRkSQhSRLy8O4dxisbOI7PdLpPOF0yXB9iWfZT3umHl6ZpPwf8PGDxSWU3KDqN/sQkjs7iZEEWZzy6/4DNK5c5uH/A3t5dLMvFcTz6wzFJFPPGT/00y9MF/ZU+lmmSlSWebfPal15muDbkwfceUBYFnV4fv+fx8o9+ludfuoah6xRV2eL6J8slwSC4sKk7mSgqMZTmQpEXhDMpf7Mkw+u49IdjyjJnZ+c94nhBUeQUZU4SblNVtRI8qlksTonjBYv5MWE0Jwyn5HlGTc0ynOK6AaPRJutXN3B8B9MycAIXv+czP5pjPoXb+f3rPNdSZAoLVVmWWJZDfzIgT3P2dx+wv38Xx/HodK58iEpWVRWdzrDVFPb9LrquCRujqrj68hVeePdLfHDrmwB4fo+iyLh7901msyPulN/lxVe+SH91gGULXeu87IXz7VPHcV0GKwP6K32iWYhh6mxuXscNXB7ev8t0usfq1ga9cU+0sDsu8+M5WSJnIVrExMuYqqqZbK606nJ+J2Bn511s22Vt7Sqz2REAln2dla2JUp8zFdPhk+/LZ3qay7KiLAt2bt1To8A5Dx68w6NHtymKjE5nyMb6dRxXGAfT6QEozml/0mc0WsMNXLI0Z3ZyBJrG1o3LrF1Z4+D+Ab/69+8RRTNWVy8zHK5R1zUbV7fpDGQyyjRNvI5LOI8+DWXsDeA/0DTtTSDkkwKSqTNaH3G8e4Tj+KyuXiaKFti2x7Vrr/Li516jNxFccLQxoq4qjnaOONw5kgkfz2br5marQubbNi9++UUOHxxy795b2JaD7XhkWUq/P6EoMu7dfpvReBPLclqmgO+fu8H0F4Gv1nV98LQX6rrQfNIolS69F4jK2CImyxJ+++v/H4CCTCr+yFf/NNvPb7N3d5/PfPkznOyekEQJeVEwiyI8y2LS6ZBfWsWwBBO98fkbAin0OmwOhzim2U4m+rZN7rpcfvEyP/TVr/C1r/3yeff61FXXNbOjmWC1cUaWCv96enzC4eED5vMjdN2gqkqSJKQoMpngsgRW6vQFJ5xMtgF48OAddN1gJehj2y55nnLzxuvEyYIgGNDpdwQeW8ZsXt/A7wcKby0plueGic58LTVda/UATNvHwycJE/Yf3Wdn512+/OWfYbS2guUooR9TpyxEwEiUuEppJKqqoMgEGumNe7z+1R9mbXuL6cEJbiBToZcvv8TDh+9xdLTDo537jDbGBP2glVS8iH02gkRO4NIddekMO9R1TW+lD3VNluT4/YCy+Aw91YhfubSCaZvMTxbUVUUaSz/F9V3hbCvqoGbojLfGvPbaT6NpMNocKwW5jKIo6Qy7Qp/0bOH6/mHGgM/bmLAci9VLa/zu1/9Rm9FubT3P0dFD4mjOcLjGpcsvAmDbNlmWsnFjk43rGziew9237pHFGetX19tpkbUrawxW+gzXh9T1z1KkORs3NimLQrIUQycYdGTMsCOKX/OTxbmHI86DB+rGY5J8lsXCwLBdrl59Ca/nM96c0F/p0Rl0BZzXNS69cImiKJkfzaWr7ztEWUZeFBSGwfUXLlP8qTe4cusKvXGP/kq/Jerv3trl3tv30HWdoTXB6/q4gctwuHauPQLvA2ci9tZV3VLwgJaFoOs63eGrfNZ6HcPUObh/iNeRYQev4/HaTwmWbrkyDBBHCVM7JLFsNgZ9Bn7AoTmlyAoG4z7jbodR0GmzqcBxWtpgZJpsjoeErz93ps2d97w2Th/hPCIJE5Iw4Z23fofDw/scHe0wGKyytnoVTZPXWZZL0Bng+306gy6D1T7zkwWu77K+fqWFFjwvII5D8jzlxS+99Lg5Ewv2rRsGpmNhWaZwgOOMg/tPjZ3fv858LUGGlhpni7KomB4fAvDKKz/OZ770mZZz2nJ0i0rEzXWNaB5xuncqIi9ZIYFF03A7HmtX1ugOOxzuSObXHXb4wh/7AsvTJTvv7fD1f/h32dy/KmJQdvBpYJQz7bO5Rg1bAeTMWoo73xl06apALFNqGl5XlPCyOLkTUC8AACAASURBVJNhIOVUsn51naDvs/vBIxEHUg4pN1+7gaGglc6wg+MJV7nB6YusAJsP6TN81HqmjTTHs9l+YZtw+gb9lT5+z6c36fHlf+6PUFcyjpdGKZqusX9nj6/88Z/mCz/xeV65dIny6lVsz+bt33pbsrieB5rG6mVJ8Q3L5Ef/9FdEZs/QZdotTNjYWmHS7XG8WLDzYJ/l6YJHtx+xf2/vPG/9XKtRUHvxjRfbKRXdELm8aPY4I1icLPA6Lm7Xw/dcOq7LcNhjPl+SJRmzKOIkDNXYs82rr3+GL3zxZfKyZPfguB1JfeGHX+Dlr7xEEqYsTuaYtpC0x+ur7WH7pKVp2l9H9Y2AtzRN+0c8zub/7Ef9TFVVlHlJf9LH7/ps3NggnIZScg4CNYGl8/KPam1XuFEVq6rHB1hGmit0W2MWxYyCgB975SVOwiXv7uxyUFcskxTPtgkch8Bx6HseVS2awoami7DMGdZ5z2upBF4aPunu+w/54o/8pAgpLSLCxRzLcqjKkvnimLqu6PdW6E+GXH75Mo5js7K9Ql1VHNw/ZBxNWk3h7qiL3/MYro8wDIMsSXl4a7fldnodjzTNiGZRe9OeZX2aa9msxuFD03Wuf+56y/kWuUOz5Q4/ntASJlASJnSGHQZrg5atYTsW3W6AG7jMj21WLq0QziKyJMO0DIbrQybbEzZvbvLgew9I45T+yuDMFej59ymNXJkYEy1jr+NRZDl1RcvBRtPU9wuiRcR0/1REyrMcv++jaRrrV9e4PHmZ3x+/w9HucatU1kwWPvlZDteGdH2vlTJYLELS9JOrlmcKL2hK0Hq0OWKwMpBxUdtsFY7KsmwV6nvjnvzniYK+ZRhsbaywM+613flIwQRux8PvejLlVlXMZgtmR3OuP3eJcbdLXdetClmW5kSzkMXiYviAIBfQsk3Wrq7TGQRK5KKiyHKirrz3sihBzbsbhkHf9+l7HvfiWDQq8pKauh0LbixuHDU+bLt2W4YLH1TscmS+WxOa3KiLrp8p2fmF8+6xma5pmCVJmLTQTbxMyBPRvSiyXLRobWmgOr7D6Z44SAjdSFTiGhnPUokbjYIOV1ZXsNQknt3YGCktgiRNZWjENFs1t2e9dF1rM7x4GbN2bZ3Vy6ssThaE85Cr/asAZEnK0U4fy7FZv75O0AuwbEuE2ouSwerwMU/30QllKVmtaRmtLkORl+2cv+3a2KZJGqXkaYbjO6xsT876tn/hvPtsele6adAdyf3l+A55KmpgTuCK35dlCC+7FHW0LM6UUpiBphp+4qSQCT3Kkaw1dmIc36E36rVi5rlSaXtu8hyrl1c53TuRh1zHu5B91nXjpciHZRmVRq7lCJ4s+rqinRLNQpZTER5vKjrLkXH9wHHYurrB7GiGpusCHRSVymwLpaImTeR+4NPxPbKiZF4/nRJ35qCradpngS3gAXC/rn/wX9c0mczqDjs4vqOaIIZqyMDx7jEg+IvjOzK1Yllqcklj0u2yenmV2eGUnrKCSaOUaBZRlxULfUFZVEQLITJvDAatXkOWFzJWGSYc7u0Rx2fjA2qa9ot1Xf/57ytNPxGwL4uSeJkIWd536Ht+6/l2YM842jlqxwu3NlYYdjoMfZ+qrokj4YMWWUF/IpisbRrtATZ1HT8IyMuSk3Aps9+2iaVu1Emv2073jdaHZ2oy1bV4b2matgX0gRnw54C/BXzkFEnTZc6zom1+OL4jegHzSDQXKoE/vI6L1/Nbjm2RFy0UkScZ9AS7zMqSLM8xHYeyqhgq0Rtd18nyvJ3Oe6w9IVKPl65vnelaft/7f+p5NUxDOZ0Ie6Auqxb6CQYBri8c03Cm8dwPPc94Y0Rv3KNU47RFXlCXFX7PpzvqkoQpa1fWmB3NREgnTIga/VpdZ+u5LbrDjowAlwVJmLSi3s4ZG0yf5lrKNSlbxwTDNOioSc6yFKcIUzVOm4m0Mi/bgZxc2fw0K5yJI0bj6qJpGlVRYfqSPPi23TbiZnGMt2WzsjHmeP/0zJnup9lnU1HUdQfd0JUdkUCOlm2RmzmaBmmcEs6iFoKsyqplZDieTZrn5EXBwPcZro9YnCwEYrA0PMdtxc0tJXCVFgWeLde0yMunJglnCrqapv0SsAlcQ55AfxX4me9/XaGELa68fJXT/VPCaUjQ8ylzmf9uypIsyTBtk9XLq3Q9j7QocEyT1V6Pz3/2Of7+3/x14mXCZGvC9VeuEaoGTqPsHvQCvI7Le3t7rcXG4YNDTg9OObh/wHx2yMbmzbNsjbqu/7z6eubSNE0SHr63Q9APON3vMtmesLI6InAcrq6u8MLmBlUt1iWebbd6Eg9PTnjw7gN0FZz27+2Lz1SW4Zgmx8slWVFwaTzm1cuXSbKsVd9qTAF9xyZKM+rFQukBnPVdA/B/Av8ucv1+HfhfgNc/5nMhi1Mcz5HqYR7RG3UZb00YbSjdZGVP4/iOeEep782P58TzqB2zbTL5OM85CUMO5nMs0+S5tTU0TbSWsSzxwEsSoixD17RWUe3g0dG5NnnW81rXItQ+2vAZrg0oi4rDB4cUWS5ZaCIBeO3qOpdubrF3f5+D+wcidKQy87yUszzemnD88Ig7b94l6CktDtemP+lje5JNO47d+gHu7R4yPZiyOBGWx8Hd/XPtkfNcy0rU1IpMvOxkWEfH7XiqZDZxXBtNaXroug6mNLj3bj+iKEoGKwPcwGndWQ7uHbRwUjNAkRUFXVeq0bIoyIqCwHHQNCjKimRw7vN65n0KTzxnfjrFtKUaXLu6qka1bfXgUw4QhkFn2KHICgmoho7j2bi+S9DvsNLr0lfiXMO1If1JnzzN28qk4T03D6IoTkgzaaylcfrUB8tZM93P13X9Y5qm/eO6rv+Opmn/yUe9KEsy9u8esPncJkEvYHY0Y3o4w1GTN0EvQFPKTMO1IaNuh57rYiszu1yJmTeqU5qu0fd9hkFAMs4J05Tl6ULG9HSNPMmIFuJecHpwyumeTDs5bnChIuZ1XRGGC44eHpHGKbqhi7uo9lh4vFl5klCUJUeLBbv392U8Nit4dPsRD99/yHT/lOONsWDYCERzr67ZGg4pVCbR9/323y2rxxbz8TL50BTQGZYBvAN067r+nzVN+3c+7oVVJdlRlgi3M09ygn6A3xPcq6oqTNNQugtPZMZFyYPvPRBH2Y4r/Mx1ES1qHGPzoiA+nbE5GGCbSiRbZbthmra+crqSxvwUcoBnOq8A0SKiO+pSFjI7v3lzk3AWkoQJw7UBfi+g0w/43u+9x8H9AybbE/zAawW9NU30gJvGUqcfiKJYJBN4aZTSHXZEWlCxAhrt3iRKyJIMXdc+jRDMma8lSNk9O5ypB+TjM1O6Nl5X8b1VRtz+jDpnnUEH0zaZHsyYHc3IYgkux7vHdIadFmpLo5TIthkFgQquwkZpVPKqqvo0Mp1n36eCFAoluxrOopaNYViPXYwt57FIU2OxI5xtE8MyOFmGZEXJNAq5++ZdpZwoVYJjNBOJhepjIHCaSjBEzP7ZCN7saZr2nwNDTdN+Hnj4kXuuau68eYfh+hC/59EZdoiXcVum+D2PeCkjj+vX1hkGfjtz3pSjWVliGIZkAJN+a99e1jWLOCbt90hzUa/fu79PEiaE84iD+wcki5j5qXAiG8Wnsy5N0wzkCdqATpt1XX8kT6mqKqJoxvRgSp5IA2m0MZKSRlmWNK4XRVUxnS1UJi7TObPDGbfffJ8HD77HeLzFeLwOwMaNTV744RdIwoSHk4nKEkQwqFCauokqvcu64uTRCUVxLqrRrwEfAH9R07T/CPjmx38ej0XpQaqY2eG0FS7RlWOqZZsUSJmtGTpZnOEGLhvXNkjjVIwZTxcsOh1xjC1LTMNgtz7laLFgoiQN4ywjV9jv8Xwh6v7KPcRzz93xPtN5bTrd0SIShwHb5PK1TZZxQhIlxIuYcBaye2uXd3/3e5RFxerlVbK8wDJN4lToU57vivWNoVNVNaP1IV7Pp8gKMlXClnlBkQnGnaeZiGmr0lwzdDrDc0s7nvlagsiR5lkuWG2jE6zoTq7viItxVSp2Q0mW5ESLmLKsmB3N2L+7x613v4Oum5imxclRD8uy6Y+GjDcnHD44ZLg+Irm8yspnZC+mbnC8XLIIoxZGaVS6LmKf4lIjUGamJF8lIVIJjSZGnMLHDomXsTgCP/GgcXyHnucROI54OVYVB/cP6E/6bFzfaHnri1MRa6oaM0sVdN3A4Wlh9axB999E8JR/iuAr/9ZHvkqTTvbOezsMVgf0J32liaB8v0pRABMtUl3sWdIMz3YwVPaU5BnBIIB7cLp3wh1l69JxHSWQI78qywUTW85Cpgor0nTpYHa7g3OTzYH/B1gAl4E9tc+PJYcmSchiNqVU+M761TXKvCTruNS1yOdpmqY6pFOW0yVplPKNf/wbHB4+4Ohoh6LIODnZ5cH9ADSNw8Pn6I17jNaHvHXrLle21+n7Hp7ttHbsRVkK3pmLIM1Z2AvNquv6LwB/QS6V5tZ1nXz8a+VrGqWYjoWW5SyV/m3uu/j9QBpFaY3tWGLPhOCcG9c2FMWvZnY4leBbljiW1Up41nXN7vQUyzRx1ABFI9xumI8DrqFrGGdrFj65znReTdsk6AVy8xRVi11mSUY4lbn7phEDEAwCOsMOi5MFe/M9JZxvyjBQKTSkNEo52j2ml+b0xj0m2yttZpklGfEyRtNk/4apt8pW59VFPs+1BNHTLcuibYaJV5tyQVBqag22WdciuhROl4SzkOnRMcfHj/jWt34Vw7DwvA6XLn0Gw7AIwwk79z5gMT/hs6+/QZZkPH/zEq5liwmtkq8sskLO0jmdI853ZmuKUix0slSXScMoVVKWAjmIDVTC9EDOZdDzqW1L9SdEVc80dAa+T5RlbD+/zbvfeI9oLhTYun4s/YiuUWaS8Tb3e1lU7YTbx62zRqa/hzxhvg78QV3XHzlja6jSIZyGdAaBChQop8yccBZytHOE3/V4dPsReZYzGPUYBAFlVXGyELHrweqA137qNT741gfsvLfDcc/HNMVG2nLlyZSESSsQoymidhom+P5jr/tzrhHws8Av13X9ZzRN+/onvTjLYh4+fA/bdvEOupwenNCfDBitD+mOeq3UX6SsPNaurskN+X/tsLd3W6k6zTBNG9O0sSyb2eyQxeKUP/azf5r5yYLTvVM2bmww7gmZ2zQMwjQljBNmRzM6/Q6d/tkzpCdoOM3f+TiaUa183yzHok5yCi1ndqToQwMZKfW6PpYtXXjHd1gsYm59833CWcRv/J1f5+DgPp997ctMtibs393nxueu851/8l1+/9f/KT/5s3+c1curvBembK6O6bguaVGQ5jmmasLomkaalzjn90g703nVDZ3Vy6u8/833lWh7it8Vqb/RxojZwZTFdMnRzhH7uzu89MXPs3d3jw++eYtbt/4Ax/HpdkcslzOKImNr6zlWtlc52Tsh6AdMtiaMNkdtoHOVbmtFc4M7aLpOVVTnPq/nuZaN1KGGTpE1btkJRSH3UV1VLS3TciySZczp/lTI/1nBfH5MHM/5whf+OKZpEcdLDg/vMx5v0e9P1AhuSnfUJZyFfOfb77N2dU3w3aJoRZzKvGRxcj7+/Hn2KfeRg+3amJbJ8nTRam1rmjBVilmhvMwM8iTngwfvUpYFq+vbOJ7D+7//HnffvMvydMHdt+5x87WbuIErqmx7J7i+wEBJJLHfcq22cWYo2OFpFMeznuZ/CWlE/GvA/6Zp2lFd1z+gKKPpMm3VPGHCaSi+Uw3gPAuJFhFu4LJ7a5d4EXHcC9qxyDRKOXxwiNvx6E16GKZBOI+wXFvEKsqSeF60VjlFLplJWVQyxpkV6Aq/OQ/3Ua17wL8KxJqm/afAx0oFNWWpSOClqjFhkmUJ0Sxk9eoaQS/AVAFpsDqQbCIvePmVH2Fj4zpHRzu8885vK0ENjevXXsUwLdbXr7Gi3HCPHsoDylTmgI5lEWdZS+Sfn05/cBTgk9cvqK8e8M8D6x/7yidw6YZhUNc18SJqNXx1NVbaYPDSlDA43j3m9HSPk5Ndbr3zXebHl+lPBqxcWmHl0go/9jM/yZWXLjMa9Ng/OBF9ZaW53OwzylLiRcLqeMj2aHiuTXLG8wrKyVdZsWi6Tp5mxAuNeBGJwtTpktnhDNMUWtnOuzu8/fZvsbPzLmurVwD44INvkaYRpyeP+JHxz7QUtOPd49ZpozVArGthTZgmWZFhmIZqTJ27kfYL6uvTryW0v7dpJgnDRP5fEkogbHDlRmLT7wUM1wY4/ouirRtG1Go0eDRcZ7y2zvq1dbyOx3J6jRufvyFZ5OEUr+NRj8QnUXhctQri5568O/M+q6psKZSGZbRuzHmWUynOuGEa6JbJaGOsOLsuD27f5lQNi8TLANuzWRyL6ls4D4VG5onOcm6IoE4aperzFIeNumq0vPVnw14A7gC/iWQQ/35d1w8+8lUqfZ8fznADR6XbghPpui6TYlHKyd4Jt998H8MwGK2p+eY0J5xHnBztsbK+xXhzjGHqeF1fWSDL/HYSJvLULEriRUyRiY1K43CKEvb+FJnuzwNj4O8C/7L672NXk71UVUlRiJwcdU1RpGgPdJadJW7gMt4cC7/WNnE8hysvXWFlscLawSX29u4ymx0yHK7xxa/8UdEd3hyzdmWNqihZnCxYTkPh45riMJGEgokvT5d0B4NziZg3NBy1vqe6/B+zP+EKa5omn+8TGHk0E25jPQuxXTH6s3Qdr+OxcX1D6Hw3NqiKH+XB+/dYLE7ojfuMN8c8//wVTEPHsx1poCrYJC0KctUU1DUNX6lb6ZrW+sudY53pvGrK9dWwDGl0GTrxMmk79GkkuOD8ZMZ4bRVd1zk+esjx0UMsy6GsSooi5/Of/0l03SQMpziew2B1QDgPiRQtSTrmWjsB1wzXNEGvKsvWguqs6zzXsmEX6LqB7Tly7ZTDSjPAUjc+aprYyzueTF2VuTQyi6zg+OFRO5HldTwGK305247N+rU1+qsDdF3n/d9/n2gRKXcKEzRNUdOqDzXqnuU+m/u9rkXe9UmMXdO0NokwTYMszZVZpXjD5VkhhrZlKUMfgw4rWxOOH51gu7Y8gLp+i0c3ErJVKXGtsZPS9EpNcn5y7Dlr0L2BZA7/CvDfapq2U9f189//Ik0DqhoncDnZOyUJU/qTHsGgo7yiLC6/eJnj3WOmp3sUZcHR0Q6maVMUGf3eCp7bZX/3AcvZgtd/+guMN0YcPzrh6OERniJWhwofzdOsnQhrRhRRuNrTOojfv2phVx+qv/61p73eNB2GwzVlWijBIk6WLEMRtplMttm6cZnrn7veYp6GZfLcF2620pSv/vir7Ly7g6ZrvPEnv4yhSWPFsUw0NOw3XmTn3R1mShDFMAyWpwtmRzPqGr76c1/ld37vb555j5qm/Rc8zo07wAsf/3mofdpma37Zn/Tlaa/KTtMyZeKnFlxX8x0Gq3IjguDBb/yLP8LqcMA0Clnp9tA0SLKcoqwIHIeNQZ8ozXAsS1gNyqaocdHQNI1/+ub3zrxHtc50XpenS978+nfxur6SdnSZHkylM50VVEXJ9HBGnqe89CMv0Z/0+dxXP0eZ/+ttAzeLZbghWgiXXCYxhZd8unfC9GDWTqeZlimmlmWF7QltMEtFaOW8YvTnuZbNsl0b13ewXFv400hjS9cfS6TWFdieTXfUpapqOsNum52ONkYEPZ9gIMHYckSKE2SQSfzETK6/ek0eXA2/VwVzTdM+ZO74LPfZDEeI3Ko4EBuGLsFecY7dwCXPCuJFRBIKK0fTNSZbkhjJqDR4HRfTtrj5hedYni453T+lUANdWZIqxpLRXk/dlMDbVNf5UzSuzxp0fwV4S339K8C3PuYjEl6mZba8tkLZWotIi4vf9ajWh7z02g+1NB1dKfd3hl2KvEA3NplsTdi4toHXE8X5+fFcbL+7Hl5XVNob+olpmRR5Kb5Uuq4ciS/OrkfTNGxbSjERQ5bv67pMtliWy3BlwrrCcYvG2hkZHvFUQ1DXNT7zZZl7N1RDrFT+cZZh4NsOw/URhw8OlVW0xnIWkoQpnWGHK9vrmGfIdDVN6wA/B9wG5sB/A9wC/rOP+5mmXKqqCkM3VBNUKplGF7bx3AIJ0lpdkyWZGiEtKbIc27HQNQ3XEtJ5WVdoaI+dYxWc0NjT65pYzzfCNx/c3uF//6v/43kv0ZnOa5am7Ny+xwuvvUyR5cRLWjisEUDJspj+cNTazwBUKnsrchkjDpRHXpkXH6KGeV2fo91jlspC3uvQuuRWpThSUNdquulsldmnuZbNqipp9pm2KdSmUhyNy7LCtU0czwZNa6uapoHYOGjIlKTZTiFqmrAiLFtwzUxRwkzbwnLkQaIZOkZlCttFTShexD4/1FBu1Pssk6oS1kajmFdkBVkqnNpGE9fv+u1DwfIsUA15XRcZTk3TpKk4l2qk6V01jIUGbizVmX1akX3WoPsV4N8GXgIS4Hc+7oVNh09X+FiZC22mLCtG60NM28Lv+gzWhq2jquM7QpvpB2iGjuPa9Fb6uIGDYRgEgw5ZmrM4WbQAtq586KvysW9YU7pkWXzmoPvEJJr2xFe1lY+eSAPR1JV9mphmjeP4oqOaJXS7Q3qTHkVe8uCd+62HmOPaxMuE+fGco51DRptjrn72KoPVAbt39uhNeliO1Uo+ampOPFflEEj2qBsaQc9XOOiZDvH/DXwNWAH+BeCXkAmfXwK+9FE/UKtgYLtCbdJtnSRMCPpB2+EG2umz/AmsLlnGZKl4SJm6wTyOycuSWZxiew7DIMCzrDabNXSNQomoNPb0pWrCnjw6Znf3k+1PPmKd6bwWRc7OzrvcePn5lsrVkN51XZg4jiP6IXX1RLNLXRvd0CkyuXEt1TjVdAnGTaLRQGKaRssXNS1TBkmU+EqDqZ5xnftaNnTMuqzaYSI5VzLOqwnOIjCAuoca26gyLyQzd20s1aEv8hLbVXZGRUWplw1WQ1VU7edQVTVaLRNvtXpo12cMup9mn3Xd/O7HAbiqKvRSEyglL1svuDyTqTvDMvD7PnVVs5yGAiNkGoZlkqrhIF/xmMUFOm8/T900oKqoEvVwaiYy62fTSPvriNrPPwC+DPyvwL/x/S/SNHkKpMqUsRk/LHJlX2Kvqq8m/UmfsihbQ8CqrBltjgl6fosTVtXjzMlW7pvT/dNWdAJoeYV5KqOJVVWRpnFbbjxtnVckpVktYK8bFKWBZdo4biC6sqMhXscjmofcfeseZZHj+AKNvPvON1gsTsiymNFok/e+s4lje5iWzdWXbnD5xcv0xj3RW1U+XY2ATllImWRYBugaj06nZ3WR9eu6/isAmqb9WF3Xv6j+/Oc+4XNB0/XWwLA5UOUTjTNM2srCshXVKCtIwhQ3kDHvcafTThwmfo5tmpiKn9p1HPKqoqzqNtjqmkZRCZe3qEoWp2IHc851pvNaltKZjxZxKzDeBIfGdtvruNiuTbSI2+5+kw1ajoVhGdiuJQpeiqdcqdHaNEyoleaujI7K762qCsuwKErR68iV2MoZ16e6lo//LMHHdm3q2qJU1UatAmaWZOiZ7D9P89bl2TB0GQaKUsK5DJT4Xb/FbUcbY9EnqOTfqKvHbhVPQgvnoHKea5/NRFqTpedp/gO6tmVZkizjltbV6IXouk5R5C3+7vgOgWNTVzWObWG4QjNzA5d5IkwsT03zFXkpQb4s0Q2NIq+ear101k/gal3XzaH9lY+jU2masBcWp0tRLjJ04mXcWlSf7J3geA7DtSGrl1exPWElSMdzxubNTTq+x3wZyqBEknG6f6qoJgviZSzqVWUo2YUjWTOgoAWNJArJsuTMQfeJMiYG/jZSxnSBv1zX9Xc/6meEIpPgeR3lPWWSphGGaRF0e6xcWmG8OeZ075S33voNEbTOUtI0wvO7WJaMTi6XpyyXp+i6ThjO+N3fLej3V1hbu8obf+wnxdrIMFi7tkY0E0+4LMmE8jOP8Rz7qZxAtdb+f/beNNay7Lrv+529z3jn+8Z6r+aem012UyItDqJDSrIkW7HiOE7iIR7gAIG/OIDzIQgC5YuNBHEGIImBGAGsxAgsxZAdQk4iaIhCUYxEaiCpJtlks4fqrvnVm+6745mnfFj7nFctqburmvUIB64FNOr1q1vv3X3POWuv/V//9f9bIgYN0DNfW8B70ALqVvau4W+CkPxLWxTVmoeqyIt3OKBGy4g8y7n28lv8/V/6Z9R1ZQTpNbPZISeTPfygx6c//ef5yb/+U/zQx1+grCo8xybNC8qqJskFF7v28jVOTh7a4uWB7teqqigKEWW/+NRVOv0ORSlMGAwTR9ma6cEU29FM7k44vHXI3RvXSZKI8WibwdqQOzffxrYdxuvbfOiTz+MGLkmYspqtONk/wXZsOv1AXBtOlkb7Wctr5iGO67B1aetB1/YBrqVAXyjL9EEUOhHmiUweFpSFQ1EULaYNwmI4vH3AZHKXu3ff5M4doVc1p7AmXMdjZ/cpnnvuk3z0sx9j8+ImcFr5SbKVhlX54L2Wh1pnw67Js1wKhUaO03OozSZYFuJw3Bl2CRchq+mS5XTBa6//Ho7tMhhu0usNybMU23F55sUXeOKlJ7jy/OV21L076hIvhIElMEOG6zmUtqauag5uHPKlX/m/3nNhD5p0b1mW9TMI2fyTiIjIHw1LtELhVOlH61Nr9NVUsK2qkhvbDTwcI4loacWw18F3XPKiIDfScrZtsziaszxZiJiEcWd1PLcVtQBR7SqKkjSNhbZRPfDFvf8Y858B/xDBkH6W9zjG5HmK53VawZmGOmZZ0qXWtmawPmB7+wqLxTG+38V1Az7+uc/QH/eYHsz4g9/+MnG0pKpLRqNtNjYusLW7S11V3HjlOn4vYLw9ZufJHaHEFQXRIsTxHdbPr7N3S1wkHiD+yd+ViwAAIABJREFUKdCI0v7CfV+/pzK4TFHlxoDTMrQqOVkordruu9KKcBkRLWNsR3P3zT3hd86mlGWB54ngehyLcEjQGfDSi58jSUJe//3XeP6FJxgalaZmTDiLM4KOz6vf/p0H3kDviwe6Xy0Lw5N2RN4vKFoxG8d2qGtptqVpxGq25PBQRL+jaE6eZyil8byAJAlxjdbu3dvX2Fg/T9DrStFwco9ef8ymdY7RtqFrFQZXzHKZ6us4DzNB+dDXsmXaFJWovhn4o+nGW8pqhX+k8hbC/+xoyptvfo3Dw5vM58fiK6YdKmPQ2GxaaRZzb++aOAc7Hj/0pz+BdrTAS46MiTdwykPEQ63TMk3oNIoB8HxXWBqlrLkxWpX1FyyO5uzv3ySKFuzvv23cjCsDGYrx7HJ5wvHehCRMWT+/jjZQjGN+dsOKkGpXGCmzoxn37r39ngt7PxHzc8B/iMw+LxEa1Xd4t4k0E82OgynVZR65Yn4yw/EciqwQYRHjPT/aGuF3feariFltpp6SXCa8jH/Vaha248ReRzzqy7wgMc2LPM2JVzFhOEcpTZE/ME72bseY99AlqCgKabK4btDuslUp47CJmev2Oh6Xn3yW+WTTbECizD/cGHLhmQtcev6SaRCmbF3aYuPCBsrWhLOQG9+5wWKyMEaewlF2XMdY52jiVcy3fvNbJMn7U43quv67D/phnP4b+S83+qnQ4MkapWUSCyMeAtJsWU1XKFtx7bVXGAzWufzsk5x/8pJomw4C9q7d5Zvf/CJXr17ho5/5BONza0z3T3jzzVu8+MJTzXslL0qUrfFdh/39tx9YX+Jh71fLshgON1jbkuuThkmLB2pzcmoGARaLCbPpAatw1iYPy7KoygLbEWipritu336NxeKYfm8MluL4+A5bW5cYra+1/Y4ik/skWsaGBaIfOCF9sGtZt43RsihbHL6hkgU9n7KsUMbRNk9zjvb2uXHjFWazQ7rdEdtbV7h0+QWCQHQY4nBFFC3J85SqKnnjDfGJe+utl3n68Bm6gw5KKxyvC6ZJWublOyrkR71O23bIiwydOWitccuK0sBFVVGhbNHFTcKEuq4ZjTbZ3r7E1tZlFotjFosJVVXS640IfDGXPNy/zau/Y3PpQ5e48PR5U1jxR9YhnOCKO9fffl9Z2ferdH8ewcdGwCfquv5r7/XiuqpQWmE7NtEyoipKNi5skGcF88MZR/v3ePWV32OxmDCZ7OF5HTY2LuB5Heq6xPM6WJZuHW4bU8eicSctzfH7wi62a993tE442T/h7u1rJIlAD0Hw3o6c98W7HWPW3u0fVFVJlqXAnLLMsbDQtvibLeaiQhYuIjYubDDeHhuR5ILZ7JD/5b/7LxkMNrh48Tk++id/iOHGkNHmkHiV8I3f+AazwzllWfLpP/fpdizxfvcGr+tzcOOAX/65zzOZ3P0gfOQHirIUMY/5dEKWZPRGPfyuT7SI8LunDUwvcFu9ha1Lm0zunbC7+6S4rB7O+LF/78cIBgFpmPDJn/4kf9n7y22DIs8LiuwyaZRy6+iYbuCT5Jn8vn6HV19+k3A1Qyn9oIn3oe5X1+3wJz79p/jQpz/EYrLg9a++3tISi6zAMtiz4/j8yT/1b3Dh6fOtCPgpT1se6iRMqMqqbSh6pi/xnS9/h8XshMV0QWi4uEqfymZalsXBzUPB6c8o6rqirAo0jrAzwAjtyAazmoU4niuKcnHG9GBCXde88JEfxvNdilz0gVerE46PZdOxbZeNrV2GG0M2Lmzwk3/53xSX4b0JX/m1L3D56nNcffGqGD/mJdEilKP/Q447P2hUVYXr+sznR1RlgeNtvMOxV9mqla+c7ouym6WkmX/lI1fb+9n1nNZcd7A+IFpG3H3zLm989Q2oa0ZbY3pjeRbyNDfmDBZlWhIuQr7+9V+jKL43yphf1/XPAViW9W+/38KVUmitTnUCzDHKtm1hHyyn2LYk0vH4HJ7XYXPzIt1BVyhUJmFPD09YLk/Y3xdvtfX186xv7rCcz1itpqxnm+24XWkgh+nkgCReYTsuWRbjeQ/cmHjo41pdV6RJ2EIYStmosiBXKWmW4CQr0iymLErOP7XL2rmxmDpmwl89OLjBbHrAwcENut0hQdAnihZE0YJ+b8xzL35MKC5lRW1ZxIu4dd7I05zF8YI4XmDbH2jc+YGjYV0URUqWuMZhQLDIRrWpKoUaFa9ioqVYFw3WByRhwr071/nu777K+acvyAY06BGmKW7gEi7FImdzZx3btYkWYUudUrYiihO+9L//hnTUiwfmsD7U/eo4DluXNukMOihbROHjZWxUp0SLwbZd1tbO4XU8UsNttfSp7mzTkBGZS+E1NzqrSZiwZpwjolXY9jeUstr5fduxufPGbR5GQ+Nho6lo8zyhKCxs2zM4uzSkhU+bt3zcTr/X6l1XlTSG7re/quuK4+M7LJcT/Ltdxre2ufTcVbzAY313nfPnnxRHXdNILAxc1Og7nEVUVUmeZ5SlOGmLrm7dirM3ei+26+AZsX2lFLNwxsGNgxYKoa7Rhk4nHHThp8eLqB2iaKZu8yRvByGKvODk3gnhfSehd4v3S7rr91V+W/dVhNR1/b/94RdbxqqkGYTIEhEg7ww72I7NaLR1Cq5rBy/whVRvZPxqIzrRG/bwOwFb5y4w2Bgw2hxRliXHdwL0vmY1X2EpeTAaYvliIQLpjXFj9wFNGz/IMQZoO+qWZaF14+agUcomy2KSJERrm6d+8CmULbPuAMPhJnG8YrGckGYxSkk167oB3e6QixefZ+fJnVYknaxgNV21/Mo0Sjk5mFAU+QeZ1Hrg6Pb6nLtyjmi1NE4IiWgjGw5unp56jHWHorNRlRWe74oAjGmYfPU3f4u3v7XL+s4m5585j9aqnR7cvLRFnKRQ1TL9phVKSbXx6lde5ZVX/l9DA9IPitE/1P1qu7bY6diaTr/D+ad2eeW3vi3NFwMDALiuVL/RPCKaR4RzGQ1O05jlctoyWYKgx/q5rbYjLqyFQkTLzUBJVZZUZU1gpDxt1+bo6HZ7ujurKMvcnF4UWkuyzfPcQHEiHqVsTX/ca+UQHU+6/5UZp238AOu6ZjjcaIurLE2ozOSpG7hcffEJju8cQy3N2DwRnLjR0T6LEPPQFXmWElsLMXf1N4Q77ei2r2QZ5kljpNAZdNi/vsfJYUFR5Ph+F9t2ULbi/FO7dIdS1Q42BkJLNVSzNEpFHnIlGHI4D3njm98yn8l7byzv9wm8WxX4x6byuqYl1HcGHRzP4fob36XbHTEYjdk6v4Pt2ixPloy2RvTX+iIcPBKvpYYOFfQC0RdYxZzsT9m/sU+eSEUxXBsTLkT5KElC0jQmihbE8YpBf404XnH58gvva4P8vYTWDp7X4ej4Dp4b4HkBrhe0yRfkAWwSc2Ped/s1nzSNKcuCyWSPOF7iOB7d7pAXXvhhnnzheZ546Qm6gw5Bv4PtSLIO52F7/Lz28jVu3HiFopBGzoNiZA8ba5sjfvqv/gT//X8ioj5xtOTwbka3PxA63DIyFtYBi8nCVBG20YuVGffR1pA7tzRvX/8mr766wvtyF88N6A/WeOpDL9Ab91HGdmjQ7ZDmOVmW86v/86/xa7/0T1gsjs399MBN0Ye6X72O1xqHgsWFZy5w5/U7HN87Jo4XZFnSXuvpvek79HBns6PWIdh1AxzHE3v2rCBTmWm0yO9xPIfh5pAkTChysawKKh/HdxlvjfnTf+XP8/Vf/9oHvlbvF1VVEserdqinKLK2F6C1I1ViKnom/TW5JmVRURaJmA1c3ma4OWTz0pY4JSQZ4Uwq97qu8Ts+w80hA+Ont3ZuzHh7xOxwzmRvQhan7Smoox74BPrQa0zTiI2NC0yO91iFM0brmySJCPtUpSTKylTbjWyp67v43Q5JFLeSrVo7IuxjCqWqqgQOM+wLEdky8JBShPOQ7/7+t/nq137lgU6e72dM+XBVoPmFvXGP0eaIoBfwra//NmE4J0lChsNN6rrCC3zuXLtJp9NjuDVivD1uu4FKCSMhNv7zN157kzzPGA43ULE2egAGi1rNSZIleZ5h2w5FKSOHXTMrflahlCboDMiyRG7YIqOL4Fxa2wabPnUldQO35bbOjxdo7bC5Ke6vnU6f9c0dnv/Ec2xe2mK0NULbur2oSon2gRCzC27feK21IrKsD6Qx8WBrtCw+/fRT/LdFLuuyHVO9O9iOXIfUCO/01/q4gdtObDX4Zm/c5+Of/WEwClvNQIHru60dt+u79Lsd+r5PnGU4rs0XfvUXCMNZewp40Ebaw96vDS7b6A4oZbG2u064iEjTiCxLcRxxelZaCPPKrqmKkvF4i/5an/76AL/jGZfcstWNbXzjqnlIkckxNEtzYd64Qt9SysJS8MRHnuTeW3sPeYUeLooib/moeZZSFDllWeA4lVR2SpPGGb7hXDcWW4P1AeeunmPv2h7alu8PLIvty9stj1fYLFrkMdOcqhIti6AftLq1RVa0OgZnErVo6a5tnOP4+A55Ll5mGH2ULM1bRoOM76oW6hmsD4T2VZxWw83zm2cFjsklzXBIVVXEq6QdAsvijOn0QPRXHkCB6pHX+trW7FzdMcZ3GWkaU1UrlJIBAhAtWpEyPOb4eA/9ut0uFqAqC6q6oihyOSZ4AWWZo7XdPrQkEEVzijzDduTnlkVOpzvAsqwzO8aAJDvX9SnLnLqujLqRElk5N8D3ugYLzVr7EzcwjqmLiAvPXMCyoL82wA3E0mVta0TP9/Ecm7qGME2JsSiM6EyWZEzuTpgvjlus6iFdIx4qaqDr+WxfOM/+7dt4XkCWJSi1xPU9I2RumAu2asdhAfyOj6VkDr477DLcHDLsdZivpPJvaEThPJTEqzVxluHaNkf3JqxWU2zbpaqMMpS237c58YHCPFxlWbZaza07cNxjuTwRXmpVCRbY8dqH8cpHrjLcGFLXIoIeIA9ltIiFjqUttG2TJRlZnIkDh8EV5VdbeF2fuoJ+x2ew+WBw2AeJuq5Jk7B9Tprps7quqMqCNJVTS1X6kpAaXQFb8cSLV7Fdh9nhrHUCdsygUlWWLb0si7OW8dE8f7ZjE85WxKukLR4+gMrYA0VZlbieT2/cEwnLPCPL5J6pq6qVz1RKCYavpf9kGVEcNzj1dWvMYJvBD9d3RSnO8JqrqjISmYoS0VpYLk9MAdQMtr57PNLMJFSvjP3r+xzePuDevbdYrWZ0On0Wi2NGoy1c1yfPMyxL0+utUZYFWRYTx0vBKC0Lz++itd0m4abcb+TaiqwgjpeyU7seytLEyYpOZ8DaeAc3cNsu9NlELe9HO9RVafRK5ShiWYokDanqijgWLdb+2oC1nTV64z4Xn71IURTYts1oS+a6vcCjHwR4xrqmQmgpyjzghcF1D+7sUdc1jnl47t+oHnVUdU1V17zwwy9w75/exEKwwDhe4fs9bGPZDcKRzpOMsiO21L1R1zgjWHSGXRzHJitKPNehrCs828F3HHq+R12D5zgcL5dEq5jf+T9/x/Al5WFpKrSzipZbbSqYyoy8dvpd7BOD7Zb5fToEGsd16PQDwkXYwmBKazqDDm7gCp/ZKGs10oKNW4N2xOLINh1ygI7rfRC7nodZJbnZtJqmmucFwmevTzU2GpMBoXo5OL7DUxd2eXtfGk1WTzBbx7VbPL9j7tFmcq2x+KlKGYpIwrRVONNas3V5+2xWWFdsbV1hvD0m6PSZz4+I4wW+36UopOmeZwLH+UZdrNHdbqrchnve9InKssLxHLrDDl7XJ0/yFpduTtJFXjJYH/DRj/9rVFXJa6/97vvCYY806R4f7POP/8F/RZbFbRWWZwnD0RYb6+c5OLjB2toug8E6riuUGq/TJ+jttrbQjThMGqUy+poLbtLwKE+OjpnPj5jPj+h0BhRFLqIkww22t68y3BjxmX/rM6yvDfkf/5tHubrTUEpj2y7d7kCqoSKjNjJ/UbQkDGdYlsJzA7Is5tYbz3Hx6cvsPnVedmLzgB/eOmpHmDvDTpuAg37QNs0Orh/wjd/8Ovfuvc1qNUUru7Vuh3eOeD7KmJ8sOJjP+Q/+3X+dZ196in/+P3yeGhmxnkzukucbeF5AHEsl4wUe450xG7vrRlClNo0VD891KEqxnO95Pq5tkxUFHdfDtW3iLGM1D7n16k1+6zf+BVVVYmGRpOGZrhEwU4wZs8MZk70Jv/Wrv8LTz/4A6ztrLKbrrFYz8jxldjwRqpsvlLHDm4eEiyVFmeN5HXNUd+mNe2itsD2ZyFxOV22D0Qu8djqzkfvsrw144cIFfm3+pTNbo4zGC2Ti2K4Z6tHY2mmP38347mTvhM6gQ+qnnLu6zXffvsW9t+61yUcw0RrHUa3yHdBWiqURDU/jzDzDKX5PuOyf+LOf4BNPP8XP/K1Hv0bH8Xnh0x/mygtXsCyL3/313+T4+A6+38dxXI7u+PgdsRDrjnpSFNhKTqEG9mggh4aZ0/5noKAyFyv3uqpaGMky7sJPf+xp/sSf+RO8/c23+MaXf58vfend544eadKtqlKO3FWFshQ1NVVdcXh4k15vhA8slxM8L6A/ErfUwGgteIErF9ClHTkFqGwtk2ZRShImTKcHJMlSbhylyWvBVoaDTTq9LrtP7bKztc7J8sEs2D9o5HlKrzcmScK2SaEq2pu4LDOKImMyuUtZFkTRkuV0xWhrRBIm2I5tjmBaVK3qGtu2GWwMGG+NhFY1j7j56k329t4iiVeC4d6XcBuPrbOIcLni2sEBz+6c49NPP8X0r/84P//3/3HbWIpjmS8Xk845aSpjpFTNQIxUOp1Bh9xoti5PlsSdhKDn42gbz3FYxjGzMMJxbT722Y/ylV/+qBzZowVFmZuR7jNiadQQLWPuvHGHk70JB3fukecpu0/usPPkLneu3SEI+lRlQVmWrBZz0thQjaYHQqavS7rdEVVZYCnNKN6SDrgRwGmhCyOUbru2SVAW3WGPj3z4KWz1UJoEH2Cd9TvgGUsp3MI3TAYZcinLnChatE21td011nbW+c6XvwNwCh11fTPZdWrvA6I25nqOHNfLuh1qapwxsjzjmd2dM1uiZVkGGrG4/MJl5sc/wFd+41coy5nZZCakqQjXrJ1boyor4wLsidZxk1ybU0pe4AZeqySWpXkrllPmBWksNkCdfoeT/RMsyyJPc7avnONz2z/5/Uu6zeLvTwxNUhgM1gGI4xWz2QHd7lCghKJsqV9FLtw4pUXgJU/zlosbzlYsF9O2W6yUTZ6L8LDnBow3tnjm40/zsc9+lCTP6QVneVyThNfvrxOFCzNCWFNRtTQuOV4WzOfHhOGCxWLCwcENhsPNlk42GKy3VUeaxriuz2h9jcWOfFazoxm3rr3RQi9a26fq+HXN2YlXQpYlvH33Hk+fO4ey4Md/8CX+RXfEZHKXXm/Myck9aYre1zRMI7F5Wdtdb7u8ABvnNwBRDNOOLd3tjRHHyyXhPKTMSzbOrXF5Y4NOZ8iTT35UqsvZIbdvv2Y2tvcWEfkgkacZN759nbvX9lgt5hwf3yHLYrYub/PJT73I1//vr1PMM5SWii7PM1arKZURyomTFXmWtLP6WjssFscyFuz6htXgUlsVJWC7cppzPYfB+oDnXniCZ3fOLhG1YQqB+09HrtH/UMo0hwzNKcsS4thjtZhTFafGpIvJgsH6gNHWqJ0qdTyZsGyq3MxgxdEyYn44I5xHOEacqjPoMAgCyjNqpFVV2fKCB2t9XvrcS3zjd79MuJoRV0uztpiqKtlabbWat+E8ZLw9NuwbUZirq5o0TlsZSq0VRVGymq5YTVcUuWjzKq3YeXKHcB4aCdec5cnifU1GH3nSPR2MOAXMPa/D5csfpj8ecO21V5jNDrCwZBLtulz4fm+M0jKNlqWJcfa0KKtCbHCihblZPIqyIM9C+oM1dnef5vLzV/jpv/oTrW33er9P/uCE+oeOhqGQpQkXLjyL43rs7b1lBKG1qB1p23CGhZR+crLHyckerhu0N79juyjDW24wr8ZtVehgCsdxCYK+oYipU/ytKlGcHdZZFBn/9d/+Gf6dl3+DJM+xbIuf/Sf/OW8fHfKLv/Dr/PYv/z9YlmK5mLBYTARbVzbWnsXsZIJt21go3vqmYuuiUI4mdycGehAX2idefAK/Kw//lY0NLm9s4AU+aeq2TawXX/wcSmm++MWff+RrjFcJN75zo61aD49ukmUpg/UBH796lf/4v/hbfOVr3+a133+Nt155nbo2WgNpRBjNSdMIy1JkeUpR5i39T04giqLIiOMFlqUIgj4XL2yweXGTC89e4FPPPsOoI4loHkfvq0z1vYRSGt/vslpNTUO6YLnC3G8CDzTYtlCvYlarKS+/7HPp0gt4XoBScp/2ekOG62tthWu7duspVxVSON189SaLyQylNcONEVdeuMznfvKTOLaNPqOTWVnmXHv5Gs/+kGicj7fH/M2f+dt884vf5Ntf+ypHR7fR2iaOV6hvafrDMbYtCn6r6Qqv44nN0iKiLE9NKpumYJmX7N/YB6Ta3768zad+/OP82Asv8He++E3quiboBcyP5iyOF+/1Vh990hUVolOCcDPRZFmKD336Q2hb8/q3v8F0eq/lN4oObYxtO4YrtxD9UiosS7fdVsdxiZMVYbjAcVye2HyRi89f4pmPP0PX8/AdadBopcjysyObe4EnIuYG8xkNt9jbu0ZVCf2mOX5ZloVtu+0NCyKw0gom2y5K28Z94p3DDpalsG0H3++1zY8/LJVXPbwQzAOHZVkcHN5glSb4jktRlVQ1PLG5xV/76z/N6199g3v3ruF7XbS9QFmauhb5woODG4xGW5Rl3q7t8PYBy+WJdI87QzbOb7SC3kWW88TWFp4tFWUzHq4sxWSyR7//rhPZ32PIsXu5mrIKZ2RZiu93BddTiie3t3E/5bC+u87B9eb969ZMNDf6Ho4j19h1fFzXbzHeLEvJ85R+f43hxojnfug5nrh6ns1+n2EnwHelIXq0WDI7nJ3RGuVa+n6XOF5RljlFkZlTkxQmTQNbCobMnCDl7w4OrtPpDLBt4aCvVlOWy6l8TzsorTm5d8L8aC73aVmxd+sGRZEJP3/9Ek9//Bk2B31spdBn1hS1mM+PhO5m9J7H2yM+9hM/iO3afPGX9oniJVEkuaMRrHJdX/zr4hQ1lffW6CpbhnXk+a745c1nhpPv8PEf/QE+8+yzBK77DkZG4wzynu/0UTYpLMs6Qgwe/2WJy3Vdbz7qH/ov2Tr/VVgjnME6/1VYI/yrsc7/P63xkSbdx/E4HsfjeBzvHWcHCj6Ox/E4Hsfj+CPxOOk+jsfxOB7H9zEeJ93H8Tgex+P4PsbjpPs4HsfjeBzfx3icdB/H43gcj+P7GI+T7uN4HI/jcXwf43HSfRyP43E8ju9jPNKJNMfx6iDotSOsSlutVbrWingVYylLhDZsJTY9SqZhLBDJHjP+C39IldKMKWKdTmQ18nIYGURHa4qqIjHz4ndvvn18RmTz9q25rs/61jbajEWKnbVINFqAa+Qam2myGlrLk/Z7dS1rNZN3lvleVdftrHrNfSPWeWlk+CymkyPC5eKRz1YqpetGRLy5ntZ96/hjPhPAMkL0RmdX69P1mPUJLbzR5hD1prrGaBPL98vy1K22ro3xYxI+8mvZ7Q/q0doGRZa3+sAd752OI82alWW983t/zGvu/15zgzRraq5lKYrphFEigt+FCGwrrZie7J/J/eoH3bo/GKPMvWm7Nr1OcPoZ/+F/cJ9uirIsKrOGoqrar6u6pq7q1n4IxN68rmqxdKoq6kokSptRALnWNZPje498nb3BsN7cOdeqnlmIPooya2inOWn0YU6vzemy5evKPJv3P5eV+VqmQ2W9tdHWtR3bSENaHO8dURQ5SbJ61zU+0qTrugEvvvg5RqMtgm6P3rDHhWcvMNwYUOQl116+hus54qTgi4Sh+DFpHM9p1erLokTbujW1ayXXjFGi0koMEXuBiAwHLj3P58LaGoHr8nuvvcFyuuJv/4U/e4YTKhaeF/DZz/4lfuKv/RTJKsY3erLdUQ+/4+O5Dhu9Hj3fby961/PIy4KirAhcF60URVmyShLK+lQwJ84yYjPKHKYpcZKKL9Myal1Oi6zgH/y9//RMVqeU5ty5K4xG23heB8dxW2cMi3eKGrmuf6p53P6pUMaLylKWPIxl2SaoZtMtcxFiCZcL8jyjqkr2968bXQOLc9tXyYuMr3zlFx/5tewPRvylv/kfoZTi8ocu4fcCnr16UWQOy5LSbHKeYzPwA1zHwTYPsq11O9baaArcn6RACoG0KEjznCjLKKqKopSEdLhYcOvWPnfeuMMXPv9LpEnI9GT/TO7X/mDMX/wbf4dzV85x/pnz9Addrm5u4tg2HdfF0ZqqrsiKkrwsyAq5H1dJwjIRHZQszigKEZVJI7kXy6IQx4xCrmuaZNTG9ryua1HjMq+VjVUU1/7Xn/27j3ydmzvn+Hv/6GfxPRfbJN5Rp4OtNV3Pw7NF2MfRWja/qiItCsI0pShLfNdFWVBWNXlRkBYFmfkzNyPRvtGxDmNxTClzMd5dTVdUpejqvvjhp7lxcMjf+Nxn33WNj1h7oW6rMaUUju+0XmXRQrRRacwrbUmkVVVRpfLgucYloaoqNBpLWe3OBbSOuHUl1UKZm9lxrUiU3Ng93+f81gZ7+uyQE0kc4hSxvrWN6znEi5iqeqcgdmYuallXaGMxlOR5+/kUZYmtNVVds0hi6loqY4CiqtoHIEmz1uYkS0XUW2l1ppZEjfV4tzvE97utDGDjtEBdvcMFQSmNVo3l0n0VfF1TJLmxp5FqWcSixSAQ5Lpq7Yjif5m3ugZpGrF57iKu5/CVrzz6NVZlzWq6YrA+IE0yLKWYhiGB65LmOVVdk5clRVWiLUVV19hadBmSPMfWCs92SIsCrSzBpBjpAAAgAElEQVRs41nXnE6UZVFUJVlRtgm31eDQmuHmkGgZ0esNieP3Fkn5XsJCHF38rjhfxEmKVorAbCJJnhOmKaskIS9LpmFIlhdYypJCxhHx+awoWcYxyyRhZWx4GoWtaBkRzsTR2et4YFkUuSRjr+NRlhVWyvvqEnzwRYrebWrlIg+rtVyj+66FUkqeq6Jor4NWSjQ/zL0cpTGzKGqfzaxoEq6DVhalKR5yU/g4rkO8jEiTDKU1YZqy//b+e77VR5x0Tx8sbWtsV9TxLS0K8gIzSPVjO6eeaKciwYVJXGJp3CSX2hxbirJCafl7EA+xqpLKN9OaRSzOnPYZ6syCHJccx6HTGTDaHpnjYeN5JZCJtnVb9WRFCUiFU5nKwdE2nm1L0q0qwlQgkdxUQlGWtQ9vkZ26qTYi70qp1s3gLKIR6/G8Dr7XPV17exjVprLTVLW8D0sZfVbk4bKqGhzz8qoG1WxYGLuY+r7fp7BUjaM8HMelKDzyPKUqKir7bEbV66oiWkQEPZ+qEAuWycmc/kDWm5cldVW3D15RVbjmAbUsC1VAVpRopbCVwnOcdsOt6hplEnBWlu2D3mzAtlb4jkg8jkabzOfHZ7JGQMRszMnDsmg3S1tLEjoJQ/KioKwqfMdh2OkwCHz6fiC2WWVFWVQs45goy1AmkWpbn2IHyM8tsoIsScmilDRO20LqfijtLON+Uaiikg2zKEsCx8E16y6qEs8I+JR1RWGqXmVZ5OaEU9YVWVK01XlUngp45YkUTqXRiXY8l7IUEfhrb9xsNYjfLR5p0rUskWscb24w3h4z2Bjgd0XQutGvFD8tj3iVkMUZjufQGQTYvYDaHEu0Y1OXFVlW4AUeYFyGi5Iiq1G2yCBWpZgBFnlBVVZM6pqT5cr41Z/lxZWfvbl5keHGkKNbh2xe2MR2HXPTZdS1qBWFjngs+Z6La9v4jtP+lLwsCdOUtChwTEU/jyJS81nVBrdNo5QkSlmeLETw/L4boKn2H3VYlqLfGxMEfTxjQZ4XmUgDKhss6x2WSg32q7WSqpbT99j8WRUl2GApjWUwQcHpLVHvL0qyLGM02qbTGbK2tsNqOWVgr5/JGsuiZH48ZW1njSxJqeua4zvHJOMEv+vT63fajaKu5Xo1kII2UIKtNcF917QJ3bidFAVRlpEXhTnKyyM3DSOyosB2bK585Cqz2dGZrBGkVdKYBPT6XbYGA1zb5mQVUlYV405HlPmKgkWS4GpNlGYk2enpUStFWVekmZhRZok4Q6RxSp7kOJ5jhM1lA3Z8F+3YlGVJmTeb8rv3BL7XaBx+lZbNLy9L6toSWVLzK7ueR1GVRGlm4DH5bIqyOoUc0ozSVOhVVVEWpVi1Bz6+4xCmKbnOcX23rfQHGwOCLCANE77w81943/f6yJOurR26wy6dQSAGhZbVaus6ntM2wAbrA/I0I0sy4lUir9UKqtOLJP5gOZZW7wC9pQKWZFTkJUorgw0r8qxgfjw/00q3AdmDoC92zMpqceoGJul0AzLP4eTehCLwqPoVBH57A6R50V7YwkAyeSl+WmVeoh0tjYm6IlxExKuYLMmNbGRNYfCys6t2a5G2cz20qQqwTk8y929qWjtobWPbGpRFXVYURYFlKVxHhNet5pSjBVZqcN7GU8txbQrLQpeVGJAqBSjSLCZL0jNZYVmWJGlInuVije6JA0IapWityHwXz3VwbZvAdfEdh475s/kMbK1xtKamRlmC95YmGde1VMmu1i3me38V3DSdlLLo9c5KvlISEohL91q3i1aKWSSY+TAICFyX3ODtgePQ9bz2347qGkfLqW0Whniug21rIq3aSq/xDHNcm8J1qBbSMNe2EmcUVRjX4FNI6izWuJquZNNHTspNcWK7DtNVSJimeI7NKknbZp8YvMozpJSiLqu2H5GEifSSDKRUVFWrtVvXNY4r8Knt2pRFSVlU+J0Ax/ujm/D9cSaVbtAP8AIPx3fQjk02FWeFrjm2iWWzwvU9XN/DdkX/si7q9gZxXBulxMqmCWU+0OZDsrRCVWKdXWQF8Uqsv7M4I03OwD3WRNNh396+3Db3tCNWO7nR1hx2OviOQ7yKpZGwiM2mpFusz8KiMB5psfFokp+lsW0bz3OpTPWVRqlYjNyHl4rd9dlV9LbtYNtyfahqtPaoa5e6fmcF2+C4cny1SI0duaXM35mGmu3abbUj2GfZbiBNNELarivd9cXimCian8n66loMRatCTlFZnKFs1TZI/LLEcwK6nseo00VZVpt8HYP3aaWwTXOm6ZIL7ivXyc0N3FJLgyY32K5uBOnLEtt16I16Z7JGWaecKvyu+NM173W912MQBIJfKkVpNtSO66KVRZzlHC+X2FrT88WJpawqPMchUQmu5+C4DpYlgvC5VigtyUpcX8oWatS2FmdsW7/Pu/1gUZXicjE/XtAddnF8MZ20tGoLt0JbkEv+KfMCSys81yEvxZDSwmoNKYuilBxka9lotKK4D48eDHtEbiIOE2bzUdqi0w/oDLvv8U4fcdJVStMbDeiPe3hdv8348+M5+9cPuPLhywT9Dl7gEa/itmJ1XBvbdchNw6gqqnccRXSDRZkEV5cVeVGhbNXuNJaFVChmF6qKszSzkeSwuXsOx5PEWldSEfhdh8ViRVrkOFpzfmeT4/nC2HkUhCpp11VVcvHzTCpY5bnoxmG3KCgKBAtFNhyrqSLPCFK4P5pCtqkctGPLSUVZVEUpm1pVtwlVXiMPV7Mpys+pBd82FW7z2YEcN5VW6ErsmYoiN001qXSzVOyYVsvpGa2xPjVlTHOp5MvTfkAauBTdDkDbbGk2Tcc0QJVloZVFXcv92sBHtaGINUnYqirCsiRKU8I05WS6MJ+BJIWqPDt8vm6pelLN+Vq376swGGbDrpislqyShJ4vjh6ObeNq3TqxdDyBSBbGfBNozSjjVdxWv00SrOuaTr9jLNvP7pmsq6qFMPMsZ7A+aIs8pS1Kkw+SNGuTf1MwBK5LkmdkWY6yNVVWkCc57qhrEq5GW4qsLtFa0Qt6VHWN1mIy2rh+iPNN9f2tdF3P5dKHLrG+u9E6akbLiNd//3Xeeutlbt98g35/jY1z5/jwZz5MVQpH0fEqKAqUrel6rjzY912gIsvFzrqq6fQDbFfoZWCaN+YoEC0j0ijF63hYZzz24Xkdtq9uYzuaxfGcX/yHv8Dlp5/i6kee4ImXnsDRws/teh4MB6RdaVSEq6g12rwfGhhsDBj0urhaU9YVs2VInuZkcSY30LBr3FonxMuIaBmjDexyNiE3ZJ7n2LVDlqTcvX0P1/WxbZfBYCxwELQWQlmSoZQ0WTzflWaZgQ+0rQl6flv5alu3TshZnBHeZySqtUOaRkTxktVqim2fnWnjajWjzMXivjEatB2NssUZ5PjwhJnrsIgTup6HayhIm4OBYIcmGTVsFMuyhBZWV6S50I7ysiTNc6arFVGWkeViCa60oipKlidLlrOzs+spi7LFrNe63T9ySqmpW0YG0G4eRVmSFjmrJCHKMiaLJVmcsTxZMj2YUpUVeZZTlwKBLU+WxKuYqijxuz5e16fT77TMG0tZAkGdxRrLiniV4HgujuuQRml7/NeW4ujeEVVZ4wZuCwE6rk0UJ/Q6AVVZt0aiTe6pipLhaIijNXGWoZWi47qkRcGrX3uN1SzEdjT9NYFKbddpqazvFY/0bta2ZrDWR9unrINoHqGUYnv7MtPpAVE0JwznXPnwFTr9oO3CK0PHqB3BSrQtrqJ1XeMGXuuu2liVl7lwBkG6ztE8BGXhd31sxyZVZ4MDNqGUZnJ3wnBzCEjiuf3WdRYnS+q6Jnpyh62tNWylyMqSJM/EJTWVG9vreK3pn+1oxgM5Xs5jAectyyLoBQyGPVbLiCRMxEq74T1WNW7Pewdp/1FGXddo7VBVBavliunsgKOj2ziOuOFubl6i0xnguUE7pCI4pzasEkPVUc1QhXA6lVbtTVdVFYVpzHieR1GUFEWKrT2DXZcEwVkeu8VKKOiLYaTtaLrDDr1xH9u1ZeMAiqJkcjxjGbj0OgFFVeG7TstOKKoSW2lDD8upakjzvE24eVFQmqrRNok5rGviZSwVWlaQJGfnXl2WBcvpCsfY2JRV1VKlPNsmzjJDe1P0PN908QuSLGcRJy1fuTYd+iRMmB3OyI3jb7xKyJNMjuV5RlkV5LlAX91BV9hFsdyzZ1UkKHNqAsiTDEurFuorHU1n0CVaCM3Ndmxp6vYCXMsiTjPyVN5/w0wo8oKt/jqO1syiiDjNGPe6LRti7617aFvTG/Vk4zHVfX+93+aEd4tHCy/Ymu6w12JIdVVx7/o9lK3YuXSZwWCD+fyIspTdXWuF7ToGIxVLZ8EtFY7nmA64mVjKC3Jj7VyVFfEqloGEXoDt2ORZjra1TBaZ5HtW0fhkZYl4KTmey+6lK0yPjpkc3ePVr9jMjmasnr1Ib9wT8riyWpdj13cFFjG7vmN24+P5gngRox3NzvZ6yxONV3G73nglfN7eqCuYmTq7hiFAlqVE8ZI0jUiSUKzRi4wwXDDor9Hrj+n1xqaRJgMU4pNXU9clStlobZOn8j7LQppsAGmcEMcL0jRmONxAa6etvmzHxbFdomhOkkRnsraqkpNGk3Adz2W4OaI77OJ3PbSlUEqRZjlFUUiVV0tVuIgTlCVMhrQo0JYMQlQ1aEM9ivOcNM+xtcZTikSptkkVdmLB5EthoNxv5PqooywLZgezdiquqKp2gGCyWjGNIvKiEBjEsgR/TlKyPG/xX5SiLCuSMCFexUz2JuRpTpkXxHEozAGz+crGrFtX3QYyO+toLNQbnLnIhB1SlxW75zYIx32Wi5DlyZLM9EPKwMPxS/IkJ89ycsODt127rf6Xy1A2i16XRRhzeOuQeBnh+i4TMyTidXxsUzB+X+EF7Qg3d3Y4JV4luL5Lbcrt7qDD+s4aebZDvIzYe2uPxfECr+Mx2hoyWB/g+i55VjDZm7RjrvvX77GcrkiimKoS3pw0WjwG4xGdQZfh5pDdp3bJYsGV+uNei+ecRZixVNIoJVzIBbn43EXOP7VLtIy588Yd3vyDN7j7xl2e/9TzsoEYzjHQNp0a7LsqK45OZmJPvjUijhK+/fIbkmjDhLe+8RZ1WeF1PLqjntjSzwToPyt0oa4FMigKwVq1svH9LnmeYNsOcbwgSVYcT+4yGm3h+932v05n2DapsiymLEuyLCaJV8JGyBKqqqDfFyqYshRhOCcIenQ7Q4KgK6OUaUhRFORZciZrVMpmd/fptqfg+i6ROSbPj+ftfev4LuNzYzY3x/R9n67nMVmtuD2ZoJUiTqSZEi4iLl3eYb3fxzEUq3kUk+Q5qzjhW1/6JquZJKgf+NGP4ngOdVWztrvO9TfeOJM1giTd27dfYzVdsj+YoyyLe9OZfLZJLjbqjt2autoGw83Kkr7v42jNKklYHC9YTBasZquWolXX0O0P3lHkdAcd3MB7R2Vr+y5pkrXMpEe+xqLk9mu3efKlJ9g8v4HjC0UzjGKieUTYDdBKMRr1cX23ba65nkNdS+/C73qGQSXvuTT8eWVrtkZDvvyFr/Hd3/0uB/du8uxLL7G2I/fvzVdvsnVpi96oK9O37zO09GiTrkkqWZJLB9G15ahZViShHKXrGtFjUEpwrdRiNQvpr/XbQYfm2FLkJdqxW8ggz3Js20Zpq8WM2t3VteU1SUaRl8DZsReaZASym2qtcFwby3extGK4MSSNUpS2mO6f0B32BB5pMFDTbKjrml5Z4/gOq+mKLE4JFxGr6Yq9a3cJFyFZlkhDw/FAWXSRyoyqNtM9Z8hHNpbj1BXadhiPtgHQtkNRpKRpTJZKEm2aX1o7VGZssnGelSo5YrmckKUyHFJVpRkv9nD9TruR2dphtbJlDBgL1/Upy7OpArXSbO6eQ9vCpda24s0/eJODm/sslyfYtgzAbF3a5vlPPk/Uj9ir65ZBspzdBwlUNUd3j4kXEV7XxzVNx9RgoPvX97n56g20tvG7Hje+fZPNi5t4HY/euIfreO/yLh9NxPGK1SzkaG2BrXTb/5Bqu6QwSbNpnjVfh2mKrRTLJGlPmXVV0x2eYsPa1nKiKyvBUQNXKFlFKdCJ0Zlo+jxnFVVRkcYZe2/dw/EdnnnhKhtbmywGMVkhDcM0y/E9l6gSWDKrDMMhL7Gd05OnrRRpIRxf33M5mM54/fdfZ+/OW3Q6A3ae2KE/7pFnhWFx2Ca3OSwm34MFu2VZX+SPPtVGj6X+0T/8+rqqObl3QtALsB1NGqdkSUa0iOQCGf63NIBgtZjj+10ZnsgKtC2UItt1DD4k3UIv8OgNu0Lf6Hiit+C7giUahnMapThGrEQaOw/WSXvYNcr7t+kEfXrjHl7gkSUZ4SJqR57Xz6+ThAnJKmY5XZFnhehEePd1tvMSmJGGCZZS7F3bYzGRSiLLYmazw3bceDBYb6d90iilv9bH9jXxKjnbnEtNUeQobdP1Ojiuh+sKDp+mMVEk0IBARgVFUVBXJVV9Ou5aVRUWMjjR6QzxfcFoxV6+K2tEveN4WhSyQXteR3i0+dlsoJZS9IZd/K6PthXRMmb/+h6LxTF5kbFapcxmh0wmexzeOhAIxdx73WFXJhC1or/WRynF3TfuMrkrx25tK4J+p9XLyLMCL/BbnvrhrUO8jse5/ja9YZf+YHwma4QGa6+IFiGL4wXasZkfz4kXMZY6pZRprQXGcx0C8yzFWUZV1y31MY2EJiU4rcFCi9PRf3o1QV/ofnlVyei+mUJspxEf7D0/1HOplGL9/Dr33r4nTb6iIppH7Dy5w/rGSKZDEZiydh0C32unzJJQaIN5mgvn1uQdN3DJ0pzjo2Pe/INrnBwfsHP+CZ586QnOP7WLdmzCecjWlW2GG8OWh92wGd4t3jPp1nX9Iw/2EUmUZcXmxU0me8f0Rl20GfUt8oz54ojRaJvr179FGM7Y2XmSbnfEdHrArVvfZf38Ol7gUWYFJ/cmZIZn6wWeVHZIhdcddHB9+X+lZb67zAuO7x7TGXSxTcX7oPGwawRJuj/5U/8+O0/sUOQF9966x1d/64usVlOiaI5ladbXd9jYuMD5K1fJ7ZxkFVMWFaOtIUVeEs1DomXckuy9jkeeyqSL4zmcu7RLZ9Btv99UweEiJAkTOv0Ax3fPsDFhMxptE4ZzqkqGCG7eehWlFLPZIa4bMBpt4bo+juNRVSWO7eK4Pq4byNRaINzH2FqBZTEeb6O13Yri9PtrwvGMQ6JoSZ4npGlEtzdCKZu6rgxf9+F0CSzL+uW6rn/q/V6nbZvtq+fwOh6zwxl337xLFC/Y3LqA3wsoi5K9W28zXxxxcHDDfC4Ky1JkWUy/v8Yzz32cP/kXPsNat8crO2t8/n/6+fYUFMcrqrJgMFhnY/MCz3zsefIk52T/xNyvHdZ319m8uMlHPvsin//8w1+nBwmlNN3usJ0g87ViY3edbC0jnEdEy0g29DjFCzzsQpLO5qDPySrk8OY++9cPuPmdGyxnS+J4SRyvZHPKU7R22oZnkWfs7D5JfziiO+y0Y8DasdseyIPEwz6XlmXJe7c1rucQpiFf+Oe/TJYlBEGPpz78IdZ319l9cgeURRZnLCYLqqLEDbxWyKc0o9/dYZfusGuq9orNC5uMz322fd2X/tmXmB5PyLKYj3zqY7ieQ2/c5+6bd1jffe8JykfOxSkNHUoEKOTo7XoeW1sXGWwMODwYkCQhZZGTphG+38XzgvaGSFYxSZgKYB9GaG0LHSkTXYXBaEx/vc9oc9QOVViWQBRYlnAC3wfI/l6jqkqCngyAWJZsBmtr5/C8Tvv3ntchTWPe+M43GQ43WN/aIo1Szl3dpshLqY73DvA7XYYbQ/rjnug2aGnejLZHRgqx5mR/2g5HZEnaVlyWss4s6dq2Q384Rikt16vMWVvbIUlCut2M5fKE1WoGiISjVDqagdrA97soW1gLSRqwCmekaUSaRpRlTpYlzOdHDAYbDAbrDAYb2LYrDUpPKuAkCdHaIQw/0HThNyzL+nN1Xf8f7/UiGdCRjasZax2vb0NVc/v6NabTffO+Y/I8aTcLkAo+DBfYjs2LFy8xCAIcrfm5eGEglhKtNVE0Jz2OOTq+Q380Iuj5OK5oLoiSXoXjue24+1mFUiI/WBbSG3hqd4e6rpmGIdev3SYJhYWQpTm64fGORgAsT5ZCVVwl5HlKZj6Pfn+NbmdIpzsky2KOjm5T1TLYksYp8+kJm7vn6I17WPeNep9JWLCYLKjrmq1LW+RZwfBkxPRgwmI54c1XvsPe2wNufucGL/3IR+kOu+2QzvJkIQNVcSoiSPMVaZwy3h5x+7u3uPvmXY7uHHI8uUuep/R6Y4oiQylFv79Gb9RjsDEQ2NSWE/57xSNPulVZsn3lHH7XJ17GWIah4Hd9OoMuF688R68/ZrS2dUpmzlNs1yaLM2aHcxmE0JJQTk72sW1p4gTdHt98+UvYtsvGxgU+9rlPoR1hBDTyco7nCMH5DMVganPcCno+ylZ0Bh0uP/0UVVlzfG+XLE0IOn2iaMH+/vW28qmqktHWuB38uPbtV8nShOV8ai6iRmuHssw5d/Eimxc32b68zdM/+DR33rhDnmYc70ciCJO57QnggcOy/grwNxAZGpG5fRcIxbZdekOBT7QtQyDHd49YLk9YX99tO/8NoyFNhWHgOC79tX6bKOcnx6RpTJKsyLIUz/UJ/B5hOOdksmcabQVB0Md1fYLuqB14cVybxeKYTqf/sJfoU8DfsSzr20DIuxxJG+phE0or8jRntZrhuQHd7gjXDYBJW8lXddVi7FVV4ngOgevgOw7r/T627aG1Js5TOp0hStkURYbvdwkXK/prAkt1Bx2ULeR6pa0WT3zQsP6Ya/lucBhAlsUy9morAt871REoS6YHMw5vHVLXdVvMlGXJ5vpIYIKsaAeXRCXOptMZsrG1S9ALWNtZ49o3XqcsC8bjHS48c4E8zZkeTFmeLIVR1FF0Bx2KM3ouq7JiejClO+wanLzPcGPI1qUtVtMld9+6KxvD/j2+/ds267vrDNYH2I5NkeUsTpYUWYHf9VlNV4SzkKNbh0zuTZjNDomiBd3uiK0tmUOwLAvXExjUC0RVrWFMfE/wwsNHTVlUbZK1LLBNI8zxHMqyZLQ1oj/uYRsCcxImxLHLeHuM7dosJguhVAUilLNYTOj11ti8uInf8fnOK4qyLDg+vsPNV29y7so5AHrjPv21PkEvoFEvO6sQTYgClEi7eR0PzzQizrnniRahERovGY9Fj3Y4Xmc6ORRydik3f1nmrFZT4nglyafIqeqKOF7x6qua8XiHc+eu8GN/8c9w+YXLbF/e4s4/uoHj+ELAfvgq92eAH6GuD9/vhVrbBD2f7DhFKcdMBSps7WBrB2075HmC4/gopfG9Lrbj4rpBOwRRVTWe12mTZr+vRbXM79LrC4bZ7Y5wbJflaioVvCMNLdeRY+mgv95uWg8aD3M0LcuynWwcbQ6ZHsy4evFpOoMOb778GlG0xPOCtqFZVWXL6AiCHuu761T/X3tvHmtbnt13ffZ89j7zufPw5qHGruruKvdUaU+dduQ4DdjYgCMcYyBGYgoSKFHiQIwQUkBCUdIIBWGIQYTEBCKbRDZOE8dtu2nbPZS7u+Z69ebhjmc+Z8/7xx/rt/d91V3v1bmv67WCfJf0dF+9Ovfe8zt77/Vbv7W+g6ZF1z2Ps+efIZrPSOKI7vIqK6dWMC2TRqeBU3PorfcE3mhZuL5L0K5j8EhCML8A/JBa4Fqaponr6DZVnJIVBWGScOXWXa6/cp2vfuEPODi4jVKKD73wcfxmQDQNWd5cottpYVmWhnZK393zAta2N1k5tUIaJ2xe2CQOY/x6A9dz2Ly4iWEYbF3a4q2vvlXBGpWCWvB4oJxJlLB39w5nGhc1lDKj0anT7DXpbfRYP79R0bvDSYjjOoLXLQquv3qDIi/YurRJa6nFzrUdpqMpUTRjZ+caSRLS7YpAeqMjydytOSQa02vaZqWJUpJ+HhYf6CCtyApNWIC0ISwyweKK0Hiz1xSdgWkoAhm6DXBu9RKrp1er3ePKy+/QWW3j1ly6a3LEMSyToOXz4ic/Q55mrJxexQs8mt0Gs9GcNE6Zj+fkaU53vbtwQnqUQVpR5Lz66u/xwo98lNZSi+6a/D7TssiSjHo70BtKQKvXBsMgjVM2z5zh9KVt4iQljhLarRUajS5xPGc0OpDelyYklMfuoij4x7/8DwDpzT3zwkcxbYtavUb/bv+42gtvAwuVVLZjVSI+qSYwzOdjDeNKBXubJiiVY1kO7fYyjUaPeruO7TpSuRkG9VaTTfsS02mfMJziuj6eF0iy1XhO27XZvnhOC+XkFYTLNA2WNlZw3Mdz9M5TqUqWt5ZZ3l5m4/w6w70R88kcVRRcfuEpZsMZs9GsGrIYhkE0j3Bch40LG1z48AXsih4MP/bzP8Y7f/QO0+EUx3XorncJmgG1eo3WcotmrUacZfTqdVzbJsky3r56i+H+sfUlFr6WpmnhB62qsk/CmMFsxqtfepUrL79Nd3mJte0N7ly7wfq5DXrrXZyay+pSl73DQSVq0+y2cFybPC/47M9+tjITMAyDtTOrRLNIEqwhdhFxmPDxH/sYcZSIoqBr01pqLbS44z6XlmOzeeYMs9EML/CYDqa88qVvsLt7gzies75+nssffpqrr7zNZNInzzPd2gyYzYZ4XsDqGWlLqKJgZ+caW1sXWFk5RbPZwQs8Vk6JkqDf8LEcCy+okWe5EMIcW7f/ku8OMnbcZnb5CeV5zvhwTDgN8QJR3ornMQ3dR6HQgPA0J89y/ObRZL/W8Omud2UaaJoahOxVkKuNCxtE01CIEBotEM0iljZ7+Jrj7fmuCJ0v8p4fYZAGMBrt6x6shd/wmQc1PF8Ltk/CCklRCt1q1LkAACAASURBVEfnecHGhQ1OLfWYRjGj1RGz+UgqQ79R9QsFQuXh+R6u7xLPIuJ4WeBUtkOaZDTvOzmUML2HhmH8HeTy5MCrGMb/gz52o9S/+d7forUE6h5ZKsfL+XxMmooegm3ZJKn0rpaXt2k05Ma8v59u2RZBO6jYhLPZWMPI4qpqLgAKS3QztGCOiCXJ52dY5ru0HD7IUEpVvTy/4VPvNGh0m+zd3COaRfhQDTaHe0Mt3GJSq9fYvLgpOGvfq1hehYLTGyvUGz4337zF7g05sgctn6BVr6ybWr7PqaUlojThcDIliRKGe8OF3rPxbdfSuO9aqgdcSzjS0M3SjGgWo7oKy5Kh4Nq5dcYHY5qtLueeO0ez0yDwXNpBwI0b9wBwvbJFGAj7LM1oBk3iVMS8G36NvFmnUIrpZKYhWLYMp0olwGZQMTIXuDbHei4d12Zpa4nh7oAr33yDfv9eNTva2LzAcy99FJBWZtlqyXOZK506c5npeIRbc2kttdi4sMnh3j5pmuK6HkqJroJbk6F+iVLK8lTnrwDLMknzTIubP/y9PhZSu8pFh1J6cw41wyA5HNPfGeC4toil6Oqv3q7TW+9hawxfoR/celuqgxuvXsd2beqa/huHiQhOpxk13UrYurxFe7ktON04wfEe31S/jDwXkfVGp14lDKBytkjjpOotRbMI27XZurjJZqfL3niMZVnU6x0a7SamZTLuj/A8D8uxsR2r2qwM06TZ7tBotfF8j2avWcGVOiudRVWbfvG461Oghcal11kUijCckKYxeZ5hWTaO4+n2gegm1xp+tRFiGCIO0mmQ1hKh/+472pJHjqkGBo7rkaYGZmxhO7Ym2DhHU2/bqujS7xeGYfxNpdRf+LYq6cEwI61AVWS5hrspVle7KKW49cYtbr5+s4LpmRpCtHJqhc5Kh1pdWjxBK8BznIqObWCw3umw9GKDG5tL3Hz9Jvu3D2h0ItrLLdxui2XfxzINTO1GMR3OjpxV3j9+cdEXvmutpmwY5Wm05risnl5lNp7z5MefJEsysiSl02vR8v2KHiyn0rQSjFGFwm8FjPsTOXGVME090BZ9a2mtlfKJgt+V0240DR/l7b9vOJ7L+tl1Dm4fYJoWq6uncV1f2JFaF+Tw7iEGBtvbl0mShCQRGnZ/f5ea36C11GLtzBqNTp08y9m9viOVryo9DYXYJLA/tBZMIBuRPg0uom+9cNI1DONZYAu4BdxUSn0HWVwpRTQXJpqjIE9zZuMZnZUOndUOo/0RRZ7j+i7DvRGnnz7N9qUtGt0mQd0nzUTqL2jXmQymbF7YJJyuMelPyNKc9nK76p0WeUHQDGivtKnVZTeKZhHpfRKPx41F1qhXShTNuPLyFSb9CdtPbPPSD73APIkZTmbMR/MKIH73yl3q7TqnnjzFh86cZrnZJMlzeqsd1s9uAOA3/Er8pNbwBYHhuxWeeTaekadyIjj91GmKQrRDgUpQ5qGh1A29wC2gDYyAnwd+FXhPLydVFHJamQg+UyBSSxVRoRwmeZ5Uso4ngz0ZtJhV1V+qSzmew9LSFkkSMpuNyLKE8fgA07JxXZ+V2hZ5lldeefJzDIooX5jSrZT6C/rrQlVSeQKZDKZEs4jx/ohwMqfW8Dnz9BmCZiBat90m589t4WnSwDxJuHV7B8dz6QSBeGw5jujm6lZD4Lp88ukneO7CWcZhWGkb1ByHXClu9wdEaco4FDrwU594Cv72Qmu8od/7wtcSSgVA0ZSI5iJU/n0fe5ZPfvJ5Ti8tybObplzb368Uxu6Nhuze2GW8PyJNMmzHIssyHJxq6FhkeWXFVBRFZUQQz+Oq9VVvB9QaPlmSvUuqddFY5LkU15mC577/Q+zfXmc2mmM7VlXEJFFKd61Ld0021dH+iDxrUgs8dm/f4/xzF9i6vMVzZ05RKDhzaoPf+BURJC9PrUmcSmEReHTXuzQ6dTbaHd6+cYe9m3uMD0aVNsrDYqGkaxjG54FN4Byy0/5XwOe+43X6a5EVZEamBU0E/yfiEKWeriQKaUiLDoHvuhQq1osUhtadt2+zeXELx7WZjmbMJ/NqYu/WXBrdRsWRx9Dq8VleSS0eJxZdYxmmKf3bwU4fEIHo7eUl1lpt9ppjBpMpo/0RaZyy/cQ2lzc32Oi0RRDbcejU63i+x/hwjOM5rJ1ZYzqYiM2NaVT9Q1UUcuzZbNLSQhrhOBSjwCQ97ubyK8C/o9f228D/CHz0AR+ISFGOpxVkDEQBzDAMbNvBMO73SCudgEu7IoG0ZWlUwfrKY5ll2hTqSLKxJH5YlkXuZvr+SESNzDlyp/jAQ1cu0TQkc6V1Yzk29U5C0AzYuLCB5zo0ajVsrXVsWxaH4wlvfuUtzj57ls3VJbIir2x5hvM5cZqypU1SLdMk0GaJ4nmXMY0i4iwjSoWtZrs23fVji5gvfC2VEtNY0zYr5EyS55xeWiJwXUzDYJ6mTKKIOEtpIJtclgr8M44SUAq3FVT+doUWqeLbtD8MS6y4SrZoOA2rXnI8j0nC4w1FF30uy3usu9ET4aRUbHZKFpxbQ5NgLA7vHeLWHPxmW3DwSUZ7pY3rOTRrvgxMWy2avSaTwRS/6bN2do1TZ9bJCyVCQY5NnGbcPuxz49UbpHHCZDAVDPD7aHkvWul+WCn1acMwfksp9X8ZhvGXHvTCUondtOTCZNrAzXIsJv1JBS7ursn0OstysdcJRN3IciSZ+Y0a/Z0BndUufjNAKUiimHAcYlom9U4dQ4OcnZorzJ9pWN0oWXJs6ujCazQMs8LkAuRZxvhgzPUkwzQNwmnE+HDMzrUdOqsd1ld6LDWb1D2vsgVRSlHv1BnsDoimIeefP89432es4SZlAlOGwfalLVorbVRecHDnQPDM84j5JDxu0rWA14EmSv0ShvFvP/CVSkTSo3Aq+Noip1YLKgGb+x0kXE/E6l0N1wPBsdqWrYVkRMjGcW3peZkmnu3hOLUKeiaMNgulbY7y3MIuFH6jhjqmHKBhGBaSgEqNvU2l1N9/j1dWa8i0qM18PBPHA9vGcx08rY+b6r7y3njMK7/3SkXhjbOUSRTjWIIZdyyL/f0Bk/GMJ8+eouY41BwXxyoYzUUqMc4yZqHQaqfDGaZlsrJybEZadS2VUr9kPORaGoZA+UqHbUxItSdYoRTjmbgqTOMjjYskE41c1JGlkuM5FbQtiWVQXvME8paEouzVbkhftzThTHUPN54LOzXPjl3pLvRclgp8eZrRWemgCsXBnQMc09FD4QBVaJ3qJCNoCROxKIoK99/wRGeiNIc99dRprn7jKvE8YjqYkp+S3n2a5+z3h8wnIUmUaAccQTJYlvW+1fyiSXfHMIz/DOgahvGzwJ0HvbDsf5TUwPLfiiyvFMTKfy9ViuIoqXyLyh20TJzlrpHr3UspVQHJZ8Mphja5LH2bcl3pvt9u892s0TDEIcMwZKe3bBtVSK8sS1Imgyn9e30GOwPOP39eQ3RiRnMRbu/PZoxDga2oomCwO6S11GLzwiaz0YypPu6Wvc/Vs2tkSUZ//7DatLIkYzacHnfI9M+Ad4BfwDD+Y+DrD3qhKhRJGJOkscamCjvM0RoBRZ5j2Q55llasQMM0sW2rckX+9s/M0j3bsj9WbwXyYCYZ0TysTA0BnJqj2Yy5OFccL/5PYAKcBnaQY/h3JF1VFGAaFGlBro0jQ91PrgU1wnlE6uY4OumH84jbb99hfDjmU3/q+9jbG7B/MMQ2Lb3JmDRqNVZWurzy1TdQheKp86epOc67ngVLV0OT/oTZcEZ7pUWjdmyERnUtjfe5loZhVp+hOGyLMpphGBSqEFWxPCcvFK2azEnCRIZlphagF+U3UWIrN/ojy5sjrYbS3NI0DLEq8kVEKA5jwfrmx561LPRcil3PhJmGjTZ7TYZ7g2qTMC2LLM/I05x6S+Q7TdNg/9Y+reUW9XZAy/dp+n7VJrp8dptJf8KNV29weOeA2aWtI/lIXWA5noPjuZV+b6YF3R8Wi97Nfw7pG30ZuYH/jQe9MEukss2R40maSBUYTkM8re6Tpznv/NE7+I0ay9srNDoNvMCjKApqQQ2n5oBhMOlPSONUtxFq1cXOElEbmw5nFUTDdu3K0aDsdx4zFl6jbTt0uyL+koQJ88mc4d6INBaxnf69Qw7v9UV1bDznxju32d05qGBQok42p7XUYnl7hTe+9gq3Xr/JxoVNAXSv9hhOpkSTkGge8/qXX2c2mlUDOrG8Dtnfu308MRil/grwVwAwjBpKPVC+K88LptMRYTgW/QXTIk1j0lSQB0WREUVzZtMhp888TWu5VVGW5ccfJd08FSnP/u4+rutXaIZSO8N27EpP9/5+WPmgP0J7oQf8JPD3lVL/qmEYv/teLyofoPK4nCYZB9N9psMpk8G0crNVCg7vHnD3nXvcvXGdlbUtvvrFbzA+HBPPInqbSwTaoqrRbXL69DrdtS6/+3/8LrWf/SwrbQ3X0q6zk9mcO2+JoFEap3TWOrz59s1jLVDddy0Nw6iph1zL6nu0oFShj8iB65JkGZ5tU+90CFyXeZJwMBkzCkPCaUTQlBNdiTYyLRGGUdoZwjRN7LbAC21TLIymuriIZlEluF9i8h8hFnou0zjj9lu3mU9CeutdehtLfOSHP8JcDwJNjYt2XBvPdrj62nW++TvfYrDX50Prz7G82qPl+5iGDAVd22Kl1eLS02fZvbbD1W9dw9WD7BJpJSpx+qRpGDieTTgVLZKHxaJJ9x8jO+nvAi8rpR4ocGqY0mC3HRHPKCmWALZtMxuLIPe9u1coVMFkeI7e2pJUtXFKvVXn0gsXK63RJEwInVDM4ezvNEWUqvrIIiTTAtrVFH3xWHiNYAiRoSiwDVtXLaIPkGkngGguN9rhnQNqDZ9mt4FpW9rLTaq6Zq9JZ7VDvd5mMpji3TskTzNmgbglT/pjJoMpg50BqXYYFvhWSjibE0bT4/EjjuBG5X/zIMiYSDvmJEmZaMVgtPzsS7hNmiX01noVuyeahpUFjSjpi+dbo9vg1tV3iONQHIb9WqWRURSCRimSRMPJtMOwbVaW9seMG8C/BoSGYfxloPNeL8qSjCIrKqlNkqzqOZbICdnMC269cYvxcEAQtEnjhC/+6j8hiqbU6x2W721WllIAZ589x8aFDTqrbd76yptkz5+n22lR6GHVbDirEq5pmtTbdc5srh5rgca3XUv9XLzntSwKoZ0XRVEZgjq2jaNNNVu+L75vts3+eCxeYZngeU0tOBUjBVUap6RRUhGCStSOY4n+rGvbKI5OuvOJzB8EopVXZpHHiAWfSzEICKch+3dywmlEe0UQP51OE991yfKcaRxx7/Ye4/6EIi8Yj/YxLZNZGDGJIgazuQxDTZM0z7EMk2c+/Syz8ZzDOweVQ4RIAMiwN5pFOvlaZLEQnh4Wiybdn0Ca1z8N/M+GYRwopTbfe+1KWxdr0eo0R+ljchIlKA2zsGyHeD5hMuljGAYHB7cZjfZxnRqd1XbVF0kioQjnltB8TVv0LktDR5UX1fEH9NG/9ggU2WOsUamCeTipNhchfAgsTBUF09EUxxFt4Ouv3qDRqdPbWKLeqVdJt9T+tV2boBVU/b0sPSIHqEI+zzw7MnDMUw3DKTJxnz0e8+4X9Vcf+FFg/WEvFlqyLRoQFJqRlVVaGFma0Ki36W4I5C+aRQJH0miDEmZlWpLAHNtlHk50QhdJPLdWojSUxvCmmKaNYZnU9Eb6CELtPwssAf8I+Jf1n++I8jP1Aq/ycTM0YiRLxMJHKXnNaNCn3mzRWemQJRnXr78qconT4RGGOk2IohmmZfHE913mQ9//HL/1d/+pkEWePw9QOS8UWlTGcmxmwymHzeC93uLD4hf11/e9lnmesbd3gzz96FEf3rKwyz86WVqmiWNZ5Bp9kMQp8VxcfIssx6154qA8izi4c4hb82ivtLFNq4LMFUrh2Q7zLEYV5T0j319kxaNgrhd6LstB2mw4q4Z2r37pVRzPodFt0Oo15TSdK+ajGfFc2pEKRXe9y2w4445jVeailmkwmoeMoxDbtjnz9Bm++cVvYjm2/jkFcSgFQhImlVD7dDT7wJLuNeBLyK7z7ymlbr3nqwypGPyGXz0sWZZBorC1mnt3rYvru7SWXpIjiWMxH4dsZdti3ZNmFIWi0amzdmaN2XhGMZwKR900SWNp2KtCVdjCyjTRECaVUrVHgYwttkZZKFkq0BDP98gz2Uws2xKbj9NrdFc7jA/HfO0rXyBNY3y/werqGWazEYPBDmma8PzzP0i92dLJW6b0aZyK/XcsThh5KjjDLBUUSDnpT9OEZmsJ8zhmcCV0TOINZDL8npHnKa5To9nsiYW6YVKvt0RcPJyS5xmO69HprjMfzbQ/lvShS/xqoyPDilrDx/UcOksrWCOH8fiA6XSE49QwTBO/6dPqNXFchzQ6qjSjWUSt4R8biaKUKqiERPmfHvS6pY0e209ss3d9V5AJjjiPlEJC+7f2CfUgcfP0WbYub9HqNYnDhOloyrC/x2h0QDifYDsuS0tbfO7n/hW2n9jm/Poanm1z9dlzfO0LX2X/1j4v/uiLlaloo9sUVI9l8nv/8Et8+Uv/6LhrfNe1NB5yLZMk4vXXv8ynDj9TyVDOk4TRfE7NdVlpCk07zXMcWwaCcSj3t2GaNHt1OqsdaoHHpD9huD/izlu3KwLUqSdPsbbclfs3z0l0YrUcu6oIsyQlDmOUOjY9f+HnMk9zXK1na9qmGCSsdGR2ohTDvRHRLGJ0MKJ/95DB4R7bZy5gOzb7t/a5+fpN7m0vywZsGtLCu7XP/i25lUaHQ0aHQ7qrIkugCkUSJ1i2qY0xC65ffZXr11956IIWTboXkN3mp4C/YRjGbaXU5e94lR6i2bZMrfPMqpr1RV5gOSJAXmgXhKDpCzQpzWn6TfIso8iVuEj4Rw37JBTDQ8uxhVet/12pI/+0QvvOKyXJ7xGqo8XWqMO0bFHcyutaZ6CgiGXYt7y9TNCu49Rcnn76JYbDXQaDXa5ff0USVpFhmhY3b77O8vI2m6fPkiVy7EzjFM/3KjGgopBBU67trO9vr1iWU/mTLRSG8dc4OpI2gCce9NIsTZjNR9XgrJxi27boLjiOVLNRNOMbf/AHOI4rSlZ5SitdItU6ymmSCp56WeButu1iW8KmS9MIVUhSvV80pMiVNid9fJ5aALZlsXp6ld1rO9W/mbrqLvKCKJoRhlNUkdNd62oNEZH6cz35DGq1OonWI1heX2Npo4dlWUyiiNx1OffcOXau3WP3xi7D3WF1Kit/R6mU1+/fO9Z7N45xLZVSYrE0nBI0fXLDECeIKHrXPZVkKYPZlChNsG0Lz3cxLZPWUgu/UWMymGojWQe/FTDaG3L9W9cA2PqB5eq0Gafpu353iX6wXQc4Nqpo4ecyTWJ6zZ6sJU4rjdxwGlZ+fMLIE+QPyMZw8/WbTPoTPSsRWGqRFRzeO+TWlatMxodsbV9ieWOZ+SSsHF1KNMf996iw3b4L7YX74jeBV/XXvw780XsvOmP32o7gK62jN2OUx8c00wMU6fPVGj65nk43e83Khtqr1ypsn2XJ8T3TSacoCgxlVMdBU1cleWUfoiCjMkY8Riy0RglJBrPpkFbUlZ2uXKthVLKPnu9x4fmLjA9WuHtdhF2SNCLLEvI8JwiaNOodGp0G88lcqniNHc31oAKE9KH0plWKroC0ORYKw2gAfxa4CoyB/wa4AvzVB31LmiUcHNzmzJlnUUp+X60WkKapUJVdjSrJUwaDHW2h5KO0CleaxGT9lFu33qBeb7G6coZWdwnLsvFqdQzTEot1jdnGNDQjzcYwNIystE1Z8NRyHxPNuO+rfFTvxdc3JaEYmj2XZ0cu1Koo76eCoN4maMm9Oj4ckyYybyi1Mmo1C9O09DBYkWUZkzBkFosz9fYTp3jtS68y2h9JoWEa1RyiTHppujDr7tjXUu4pEb3PNCU31B5oRU1gjABhktKfzhjNQ+1ZKGp6lmUx2Olz7ZXrYi+kNxYMg/HhmOvfusYzH3+KwHXftSb9wetnP69cJ44ZCz2X9w9b650GbpQyG82kX29KpZ0mWcUwnI5HBEGLNEq5e+Uuw8NDBv17dO9s0Op0ydOMt9/+OuPxIUtLW7RXO7SWZFg8Hc4IJ3OKTAoSQ8uxGoahhZEefr8umnRfAn4OeBqIgD94rxdNx0N++//+NdIkwrQEz3np0ot4nky143lcYXZLjn5pUihCGhqaoo84OBC0NFg5z8lzs8IamqZBmVeVvpiqkBslv8+54Bix0BpBwOZ5njKe9FmOt7Acv5KS9AIPv1ETiyFX+j+Hdw/Js0LkKRt+JR7TbHdp9ZqVpmsaCSGg0NoUuZarLLK8EpH5drbLguv8B8AXgRXgzwCfR5hMnwc+/l7fUBQ5+/u3uHjxoxV0rdbwYQpJYlW/O88zGo2ueKBprvvU6TObjTBNE99vCB2zyKoHw3Fc6f2rnGgeVQ7PALZtkUE1hD3GGhdmot0fJaQo0xKP5QnJMKUHbQQtWp2uxn9PiKOENCqPyop6vUWj1SZLUmr1mrSBZpHoDeiftXZ2jd3ruyRRUpFexAHbrFpKx5iIHvtagiTdSX9MHC7h1lyiSUiuCvJCMLWmbg0M53MGgzHDvSGjgxGz4ZTh7pC779zmm9/6bSzL5tT2k1x+/jmNIioY7A3p7w/wNlaOfp8lG5lIJ2ZHyfj4J9CFn0vDNBkdjGj2muL6EAlKKE1Ecawo5HQxOhCN5vayzFdf/sMvMpn0SZKQw/49bSWWUKiCZrPH1talKuF6gdDdd6/vkiYZjmZjGq4gbYRI9MHgdP8Oomr0G8AngF8G/vVvf1GSxNy5IwZ7ZR9waWmTja3zFFlONI9xfUnA0UyqgFogflJe4InIcp6LP1pla6xwPIfZSADIjmtj2hZKmXoX1UlQJ+8SLfEIO+pCa5RQpGnCzs5VWs0eK8a2DGN0D8uyhWdeykwWmgCycmqF9nKb6XAibLUkk75tnlfyl2mcvivJqKLA1EIwRxxwQxhxWbJoQgpQ6q8DYBifRqm/qf/+8w/+FkOcAZIYx/UwbUGliPNrjoGBpS13Wq1l0jRiMNglDCckSYzSN2yvt0HNq9PslhWlhREapGmC7zXJspjDuwecefqsVE9AzTKFzj2ZS3JY0MzwviowBH4NqQKbwH+plPrWd64Qzq+s8nu2hVUoivgoEZqWQWe1VyXYr3/x96tBooGBoT9/z/M5+/QFlFJM+hOufP3tyuG6dLdu9ppsXdqqRJtEyyCvBol7ezdJF5evDJS+loZhfFrpa2k89FqKVOfVq9/CtC1WTq1w683bnDq1TrPmM40EyjWYzbhxd5f9W/sc3DlgfDDmyquvMRzu4Dg1trYuU6vVcRyP/t1Dgnad1rKohuWZmDj6rkua59p/rWwLWkLFfTTn6oWeyyxLSdO4kgGtt+oYplgK5WlWwUpBirRTT5yl1WtiWhZ5+hKjvgy/JuM+/YGs9/kXPi0kGN8VSJjr6LXYNLoNhntDVOFh6lN9nma62LAemngXTbpnlVLlQn/zQbjH8thd2kkbhmjDlrt+qtWUkkjMCpvtDt21Do4nWgwlBs5xbTLDYD6a35dkTH0kk99UFEcGgeWxRakjCNkiwhOPtsajPlVR5AxHe3S6awSOUJzTRKyDDu8eUhRFJY5Sipfbrq2hO2bV8yyynFQp0uiIDKKUqjCAZRIockWaplXyFQjXQkfvNUT0GqCh/24AD6FByc8PowmFyjGT+5hmtoNCVdY1RZGT57k+pQhUL89SsSjX2rtKlbjYI9IMhoFlOnKML6SPW7aLQPpteV4wuXu4yBrh3VXgXwX+O+QI/ks8oAp0bTmNhNNQBsEaPlb68M2YMzjcZz4fkcRiJ5SkMUHQxHE8kiTk1a+8LNVrnnLl9VT0ghtdHMchTVPayx1OPXGK5e7y0dpsS8uVBkwmh+/bB7wv1oz7rqWx0LWUVtRk0md/9w5BM8B2bPqTKRfX1lC6NVyoomr1pZHcl77fwHFOY2DQaHYpioI0jdh+YpvWUqsakvqNGoVSJJkY0d5/jU2txieV7rEHaQs9l0WRM5+NaDS7FcnGdh1pJ+gTpJkLRj5o18UtXLcrextLNLoyTBwfdjAtMUYtseeWZVHv1Kv+cGmr1ew2ZF1Vi1MQOI7jPbRdtGjSvWkYxi8gAOVPIMIT7xllElBFjgKm00FlyzMY7BLHc2azIQYmg0GDg71m1Rvr9JbpbfZYO7NGSSHM0qzS7Sxxk6Zlapm9UtkrJ89k2JSnmZjrHV9Y4xhrVNUfOZZEIgaSSpV+5eW3mU4HzGZjgqDJ2cuXRIS94Ytpp2tTb2k31YmmSGqhjDLRViwvw6hgTHleugjnKCXSdAtWun8PuKT//iv3/f09qLFHURQ5/f4Oy0tb2I5LliYYpojIl7hLwe9mlVyeaYoUY15kJGlMnqdC8dXXMcsy4nhOUWQolePWfG1fPsP1nAoyV0Y8j7l79+oia4QHV4HvSZFVQJbnNNp1Bvf6kvRtqWTKuYTjpRiGSRhOGQ73KuB7p7OK5wX4fqPCL3tujXs7V5nPJwRBUyQv69p9IV6v7teSdWlZFvV2XWspm4tuoI9wLY1qmBaGY2bDaWUYkJ4TJlqUJsRpxvPnzpKdzpk/lXBz/4DDe30m/Qm5dsYNmj5Ba1kSrnbpdjxXTpcKUm3WeX9vXCkhZQgp5tjV7kLPpVKKKJ7hB4KwSRNbI6akv1zoGUk0i1g9LZjoJEwqk4WSnAUQTldIkpD2cpt6q053vctHn3uCN67f4p0/eofh7rCCezo1p+pXx2GMaVj4foP5/MG+fu8nYr4O/AcIx3uC4B1f5QGsEKUKslRkGwtVYBomu7vXCYImq6tniWPxPNvefoKl9VX8hlYMK3TlFqf07/a58fpVHMejq39QAwAAFwNJREFUFvi0llsiEanlDh3PqfpfZaKTBScC3I5TocdmCw9fjrVG/T1Ylk2ShEwmAw4ObtNbWSbPCob9Q3Z3rjEc7TGbjRiN9vnDP/QIglZlxri2dpbV9dOV60WWZsxHc62Pa1W2KEqMjuWz1e2SKJqSZWJtniThYg+qUv/5Qh/Gt4Vfa/DUsy8yHU05PLyLZVoUSjC6g8Gu2CzZLu32SlWpeV6ge7wyUJBkkhPN5gwOd7XfmPhLmYYl1GLPIZ5FAqLP80o4XRUFT3zfZaL5wnKAD6oC31NNxkCu5Yc//RzD/REHt/cFoqZp60oLdLe7PZZWP1Up3JVsq9HBgCSNdKWf0eut8ZFPvcTS1jIrp1ZoLbW4+fpNpoMpQTuQjcc0K6xne6WD7VjMpiKiHUXvz6RUj3QtFZbl4Hk+nc4apm0xG864e+Uuo2cu4VjCJFNK0fZ9sqLAd11hrP30D3F450B0FoIaWZYxG86qzT5L0kp8yamJjvX9M5skFgbqcWcsx30u8zzVm5dFq7VUflZQKKF654WcKguF5dhM+hOUEm2P9nJbqLxhzOGdQ5q9Jt210/y7f/4ncWybneGQndGoyle3r9xgPD7E95t0esvU6jXSOOXuzauVrsjD4v0q3b+L9FQ6wMeVUj/zPh+V1mDVuxyKNI05OLhLzavT7qzqMjwXRS09fCoFbGzXptb06W32Ks3cwb0+fusIcpTrKqEcvJRspizJqmFddryLfMw1SpQ9m6LIGI8PhBJpW9i2Tbuziu24dDpr5HlKGE4ZjfZRquDw4A53716h3V7l+dkP0mjpdaUylMgNWV+58ypNk82znCSKSdOkSriPQI9dOEzT5Oln/gS9jSUczyUMp0wmoqiWJDHz+YT5fKQ/iyO5R6UU8/lEElM0YzLp4zgelj6yCXEm1b/DwvVqWpXMJL8Pd11ad3uBx5/8mc/ya7/2txZ5249U0TdqNbEmilPcmkemUrmP84Jcw7rq7bo4MHsiar5xYUOIMMNZRQjprnXZPrVW2eGIsFOnqrbyNCdTct8ErXrlstFqLzMPj+d4fJxQevARBG0sy65cW9I4Ic1E+SzSYuSg21n676VcqutJGyhPRSc7iRINyxK2W6kvaxgQzQvyoIZpiWHB/fOIx/VcKiXGqNPpANf1sG2HPHWqVqDni053Ydv3DfURFTLLJIniStfk8ouXWNpa5vW7d/Fsm0kUcf3qHertOuODMfv7txiN9lla2iLQjhzT8Yh7O1crt+uHxfsl3ZpS6n/VF+InF/qoNAOljCxLGA538f0GTb0DFUXOaHTAcCgflFIFS/MNYS+ZJkE7EN8q3R9Mo5Q8z6spqPQSj3QYSvnIsid6zH7u8df4ruUq7XM2o1YLsG2PdlsccQFc12M2GxNFM52EDsnzjMHgHq+//mU6nTUajQ4GBq7n43m+TPuzoqJMFhoOl+dpJbOYpQmO6z0KSmOh8Lw6Z88/RVEULG0tkcYJ/f69qq1hmiaB38S0bJIklmPrbKzhcCJynmv78Xq9TaPRZWXlVJV8o0hsf/I8J8tyTN1OKYpSHEkRtAQb+pFPPLvotThWFaiAJM9xLYvWUksn2RzDsEi12JLtiGOAUiI2nqey0ZiWyebFTZF37HSouQ4GBtf295lrHKdhGASteqWVUVbvIFKgmXbL3t5+gnv33jneBTrOOpUizRKauiebJCGWI2pYaZ6TaU0It2SjpanQleOYPBMHiNKKXCnRzC6ZWGWxMBvNyVIZCGdJSnIffVuKJIFVFSzcuz7Wc6mUotVaZjzaZzKWjb50mLZKxqoh4uPjwzFJGFNr+Dg1l91rO4wPxxzs7vKRH3iRT/zwCwznc3YHw8pC6uDOAR/50GX4kxDNI177+tfEIWd8QKPocnBwm+FwTwunPxyL/H5Jd+m+I9rqfUc3lFL/23ssnbzIq2Nl2avN84zd3eusrJzS6lwZ9aBNXmS6YrR0nzOohLAxDOIwZnl7GcMySaOUcTp+l+26ygtNHkiJpqGovN9XnSwYx1yjRIkgMAyTJInZ2blGqyXJ1vcb1Gp1lCo4ffYpOVLaprYw0fKFUYLfCiiynMlwwmi0z2R8yNS06HbXtCOrPKBpGpIkEWE4JYomGJi4Xq0aWD6OCOoNOqttccYIE9JEerGlSly3u4ZlOZimRRzP6fXWsUwbDIMkCcX7zHbFbNJ28f0G9bqedOedqmq2LIHZJElYtRowDLprHZGzVIrN7rFlDxcOyzBwHUdk/L55jfHhuEJR5GkmA5NekzzPGe2PmA4nRNGMa2+9JfKPXkBvbaVKQkmU0FpqcerJ7Ur+sbPWxXJshntDSWKuXcEnn710jv/kb/xF/tZfqvGFL/zyY1qlIpyPuX79FVZWTtHtrpHnOXs3PO4cHNIJApEcNQ2GsxnTKGKeJIzDkFavSdAKKhW50mljMphWZKgszZkNp5pE4eM3jyCANa2rm+k5y/uZNt4Xx3ousyxlMLhHp7PKdDrk3r2rbG8/gWXZGEYdV4tojfaGXLv2CpNJH9et4To1xpNDsizBMEw+9/M/zu07u1LNxynPXDzL01tbWJ/+FIeTCZvdDkopbr19nTxPSeKQb3zjt9jZuSYDZl0UPizeLzM96Lj2wPKqBMeXJ9+iyCuFqixLaNQ75EWGEncs/aGI1F3JEik1WUvxEdd3hVKsRbvLiqiElRmGUSVc+ZlmJaayQBx7jSVKA0r3ARG5KFla5Ycu9EdLf5VWdNAMKi2C8iFN01gcdf0j63JZY15VJnEcEoZjDGQSDKJ2ZprH05pdNAxTaJSqUMzHc+ZTGabYXoAfNIjimeBtOcLr5oacMO7X27Usq0rUSilMw0KpjCyTKb+BfFZ5nlXHcMd1BHaVF6yeXePcysoD3+d3G5Ye/DUCGXLOhrNKmMV2BUnj1Bx8uyYnqlnEbHYkaqJUwd7ezUrcvdtdY9lfxq0JlKhWr5EmqWiBlLjjvMB2hC6/2mqx3e3yqT/zA48t6SolxdDh4R1KVmGrtUw4mRNr5a+iKMhyg7xQJHlOnGUUSrG1ukya50RpSpxKpZ7EqbZlT6vBtaHVy7I0k1ODkufTskxsz8HUBKJjJN1jPpeKu3ev8NRTn+LG9VdQFNpJvK178DUsxyZJRB9jqbfB+saFyhZq2D8gyxLq7TpJmDAbi67OLI65OxhQ9zze3t2lV6+zsbp0X2stY3//lrbvsnTB+fDc837GlMc7rlUokSM2ioGiyDMU0uvrdtexsDEwafc6eJrGWzpoJnGKpQcYpfRekRUa8yg/K42T6qIbhojglGpRQKUButh7fpTBxFEvVel2ymw2pl7v4Lk1TNPW03lFHM/J0oS8OGp5OLo/Fs3m1b9bloVpWJhamzSJYzG+yzPtTZaQJAJDkYsrwxH3MTnlilaoW3Hw4zhkHk7AMPCDJoZhYVBe54I4mlVYUzkByCmn1VrCMKzq81BGUQ3dXLeG36ijpkfQOENTgQ1TTjqXnzlHo/Z4bLvL3wnS16136hzePUQlclqyHGHDqUJR7zQoCkU0i5jNRGi+7OubplVZk6+f3mT97BqdtQ7NpSaOZRFnsf6cVDXVrzV8Op0m3SCgUavxse//8GNbI1Cdivr9exiGie+3BHUSaSlWVWAUGvpUFOKOYNs0azWyomAaRQz2hswnc1CKaCoqelmWM9gdVM/fzrUdPvrZj4rPWJqhFBUh5DjxKM/lfD5m7cwaRZFz+/abjEf75HlKo9HFNG1s2yGO52xsnKde7xA0fTl1JimeF3DuqYvV85zpqrw/nVZuz9dv3iVcX6ah201xPOfchWf56ld+Qw9TU110fjCMtIWjhL7ILzbBNKrSfTw+oNNZxfcbWn9A8KeOa+M3ROQ/0wZv5cUqQcd5JmaXcRhXbYWjqvDdrriGYVTwnMcT6l0MIsMwmM9HjIZ7UkW0V6rEO5sOCSOxvBEn0oggaOE4bqW4VBQ5aZrgupr+nGf6j/Q8SzgWSmmpQ6kaer31R1FTWygqPr5WQ0vikCQJcRwPx3bBb1R929IAMNdT/CyNUSgsKyNNY7GKMe1qoJbngv9sNjvV5NcsoUbFkUC24zm8eO58NdR5XOGYJnXPo9ltiMtylpOmqVRqtlnNEvxGjd66eGzNZyOSNMaybNrtZTrLS7SWWzz5sSfprnfpNOs4ls1oLlhskXOcowpFa7mF4zpsd7uVpc8z29uPdY0gm2MYTjk4uM3a2hlctyZUWUMqXMtQZHp429Yth2v7+4SziP1b+9y9cqcaUk/6k0qOdTYZUxS59PMPclbfWmXz4qY+sdjYtshjWra1mHv1I69PcXjngBc++yLpr8fcuP4K4/GBmFOWiCfdEiqKjMGBzFf6/XskScgTLz5ZeZzleU6e5oSziLReJ0wSxgdjgaEttVldPcV8PuVP//kf5Vf/4eer3y8n7++uvXDskERo6raCUfV3AXZ3r2MYBqdPPy0Sfn0Tb+ZrKJiLZZu62W1UtaSQEORYUt78mIbQRZOMNIk1YkKW4tZc2ittNi++t/LkBxnl5qKUIklC7t57R8gSnTXq9TZpmtNqr9Bs9UgSaa9MJv2KteJ5PrYmD0g/qCDLErmBUy14o39+nmcazJ0Rxxnt9iqf+bM/wmtX/tljWVue58xHM/o7A/oHO0ymR35mz3zsBV776h/hurVq/QCO41HqY5imECOazS6GYeI4Lq2lNpZl4YUeedapWiyWFsUu2xFZltNZ7fDZH3uJXl3sXx5HGIBpGFw7PCTNM65+81pFybZsi+lwTJoKe1IpRXulTWupRXu1w+aFjSoBLW30aHSbtJdbnN1Yw9aCN1meMzoYcfONW9x75y55VnDxIxdZP7/Ox568xLmVFWxNGiiVvh5nyHURUZa33/4avt9g7fe2+FOf+QSB61IoRRhF3Lu3zxvDGV7gsbq5zHKvzVKvxeknT+E5DnGaMu6PicOEcBJWJ8/Szt7UTDCv5lJvBxS5qpLZIwqZLxRKKf7Jb/4yWfYz/Ol/63N84X/xeOutrzAeH2pUgxR2ti3D3xLnnucZZ848Q6PbIJyGBE1xIjcMOTXv9Afkac6rX3qVjQubzM6v8+P/0U/w7OlTrLUFfSQtNT0L+IBowAtH2YeUjJ+LqpRto4qcNI0ZDvfodtcIgjZJElKr1QmSNp7nYVgmlmURtPzKxLD0YiqtQcqHs6AgTWJhSxk2WSYVlePaPP9Dz/MDLz7HL/6HH/TqJMpp8P0+YeWf6WRQffiOI5Wr5VjUagF5XlRg+iicCpZZW5kbhkmWxdWurJAdUxVH1F/5XQa+3+Dc5SdZO7OGdXyGz2Jr1Opm4WzOdDoiCgVDmqaxuHk02sznE4HjeAGuW9Pvvagm1YZhEgStdw0XkiiujtjRLKrgf2E4IwgaGI7NuQ+d46XPvMjljY3Hsrb7Iy8K3vjamzz94pOkcUprqUWR55qM45BqgaLx4Zg8z7WQkSvWTJqefHDnkNloLu4eiqNNxDK5d22H22/eZrg/YPvyKZo9Sa7lcNDU8Kz+bGEL9kcM0f+5n9QThlPuXL+GUopGrUZeCJVXnHwLNrZX+ciZM0Rpim1ZzJOEJE3Zn0wYG9JiEfslh0RrS4OcvEpYlm1azONI/A2nYTW3eSwrVIrpbMjLL3+Byy9c4lP/4kuoX1VcufI1PYie6AGvnDTLwVeShCyvbrJyaoUsEacax7EZ7A1FftYWrejB3hCn5lKr11jeXtZ5IKtmVqVw0fuJbX3gSVcWX1BeYEoGle5/x3FIv79Dp7NOFE6YTYdkWUqns0oR5dIzbBz18LIk05qymqpYKEBhKqEUmsrQwwHpyZ370Dl+6of/BCut1uNY2nus9WigJpuBYnl97UjgOEqwsLBdB0sJcFxkGk2SJJRK1yrVwwrSVKqqLEuxbUefGMpBVEG93ubiU89w6cXLdOrBYz16J5FU5lE0qfq18/mEq6+9wekLF7j5jrRNymq9PNHYtq3RK2ZV/cKR5UuhRdnlJk1JkqhSpTMtk0/80Ee5vL6ObZpicRM9vuroC//0D4jnMZfW17jw4Qvs3dzDtISV5jd88mGKMgpGB0Mm/Unlz1dV87ZJHCX4DZ9Gt1FZ/JTkgNtv3mY6mGDbNp3VDkmUcHnjLL7jUOjNNC8KbvX7j22N90dZJIhles7u7nUAao5DluckmZyoti5u8vTWFrZl4SgRxSmKgnmSMIu1u0dJItE/TxkGjlbcypKU+SQkisVOK0vzSuT+8YVsKHt7N3n5d77CT//FP8cnP/cprF+3eeUVYQ8XeUYYTnFdH9etCbrGcljaWhKylbYbU6hKEtI0TeajWcWsnE/mBK7HJIpoB36VA+QZzjF4+DP5gSZdQXqVlZeqpqby/4xK+m935xrnzn6IZmuJ+XxMkkRMpwNsW452d67fJAhaIhCucYAlCqJcWJKIy0AQtFjeXuZn//2f5ImNDTxtAjiPF5PKe/S1GtV7kf82MU0oCpOLH71Io9vgzT98k9tXbjCfpVqDVgs66xZCrVavgNRRNBWTxyxFFTmFKki1S0SZgFdWzvCDP/UZlreX6fXadBuNh0Esvqso8oLDHaG9pmmikQcmmPDGG7/PD/z4Z9m6vM03f+cbvPHG71f9Wsu09aDNqDDMAI7tEs4DFArXrWEaFkkqamumYfKR7/8kz7z0DE9fOMNmp4PnONiWxTiKGM0f4pz0XcS1K9f5/F/7T/kvfvm/J8sLfvxf+mH+h//2f6fIpTUWtAIMA6ajaeUPd3g4rzZFkHaLbTlaY8Di+msCGSw1HFKtP9vsNfncj/8gl9c38GwZLHm2jWkYHEyn/L+//43HssajMKrWTynVaZomN2++xjt7ezy7vY1r2/iuy8c+/BR1zyNKU+4M+kyjmDBJGB2MCKdR5QWYZzJruV89zbZtskzgYZOBwMhMy2A+nsmQ8vhCVMeKcsD127/99/gXfv4nOPP0GbYub7H969u89fKr7O5dZzjcYz6f4Lo1PNdnde0s25e2qtN1yQZd2lrSFmMzxodj/uu//ZfpNersjcdsdXvcHQzoT2e028sMBjsYhlkRgx4Wj6mne5TpK/gU2lJcGRR5xvMvfZy1M6u89uXXuXfrxn0iOVoIOZ4fVY/F0cApy5KqrdBdWuOZl57h2U88zYW1NZIsIysKmjWvss5+XFEe+aHUXj1KvnmasX1xizRKufPOTUEhFJmIwFh2NemUSrbUMciqDcq0bExK8ekQy7JZXT3NpY88ycqpFZZ6bbr1Opbxbr+4D3p9SRJVfS/RQbZAtwZmoylrZ9d56uNPyaR4fFgpcBUqfxcrp4S2ZXmKraFVeZHp4WJCu73Mx3/sY1xcXaNRq+E5TlUBhklcqWB90FHC1Fa0xJ9pwNalLd78wzcBEaUJWnXyrGA+KcjNrBL0MQzjqKLRCdeyrKpwAIM8FeaX3/A5/9w5nt7axrW+c8C7Nx5z87XjGVMeN+5vg5WoqzJB7d09INYni7bvVwk3SlMGszmzeUgapSL0HSWV5VA50C7j/iFZnoqdVqmpEc9j0Zx4rANuibI4+/oXvs6P/NyP4FoOl164RHetw43XTvG13/8tZrNRRVUPgib1dkPo2YaB74mfWr3ZEEF2pfACTxy8bZtevUGjVqPl+ygUjXqHwWBHt9be/5k0PsiH1jCMfcQU8J+XOKOU+sBBnv+crfOPwxrhMazzj8Ma4Y/HOv//tMYPNOmexEmcxEmcxMPj8YHmTuIkTuIkTuI74iTpnsRJnMRJfA/jJOmexEmcxEl8D+Mk6Z7ESZzESXwP4yTpnsRJnMRJfA/jJOmexEmcxEl8D+Mk6Z7ESZzESXwP4yTpnsRJnMRJfA/jJOmexEmcxEl8D+P/A7LHSpxAHS/RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 结果展示\n",
    "fig, ax = plt.subplots(4, 6)\n",
    "for i, axi in enumerate(ax.flat):\n",
    "    axi.imshow(xtest[i].reshape(62, 47), cmap='bone')\n",
    "    axi.set(xticks=[], yticks=[])\n",
    "    axi.set_ylabel(faces.target_names[yfit[i]].split()[-1],\n",
    "                   color='black' if yfit[i] == ytest[i] else 'red')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 性能报告"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   precision    recall  f1-score   support\n",
      "\n",
      "     Ariel Sharon       0.76      0.76      0.76        21\n",
      "     Colin Powell       0.88      0.91      0.89        65\n",
      "  Donald Rumsfeld       0.55      0.50      0.52        24\n",
      "    George W Bush       0.91      0.90      0.91       134\n",
      "Gerhard Schroeder       0.72      0.81      0.76        26\n",
      "      Hugo Chavez       0.93      0.82      0.87        17\n",
      "Junichiro Koizumi       0.92      0.92      0.92        12\n",
      "       Tony Blair       0.84      0.84      0.84        38\n",
      "\n",
      "         accuracy                           0.85       337\n",
      "        macro avg       0.81      0.81      0.81       337\n",
      "     weighted avg       0.85      0.85      0.85       337\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(ytest, yfit,\n",
    "                            target_names=faces.target_names))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 混淆矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 利用预测结果和真实结果绘制混淆矩阵\n",
    "mat = confusion_matrix(ytest, yfit)\n",
    "sns.heatmap(mat.T, square=True, annot=True, fmt='d', cbar=False,\n",
    "            xticklabels=faces.target_names,\n",
    "            yticklabels=faces.target_names)\n",
    "plt.xlabel('true label')\n",
    "plt.ylabel('predicted label');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
